{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "59380fe8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.io import loadmat\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.axes_grid1 import ImageGrid, make_axes_locatable\n",
    "from pyts.image import GramianAngularField\n",
    "from pyts.datasets import load_gunpoint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9117c93a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(50, 150)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'GADF')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAG1CAYAAABDOAu7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAD1lUlEQVR4nOy9fbAsW1ke/qyPXtPTe/Y+++x74V6OQiQFEUULEJRCqArorSCogUST3EgUwUASA4Yi5QdV4FfpjxItRVCxNCpgwNI/IqVUJBJAUSGEj0CpqEGDCF4Ol8M5+8yZPbtn9eq1fn+stbpX93TP9Mye2XvmnHmqumamv6c/1rPe933W+xJjjMEOO+ywww47bCDoRZ/ADjvssMMOO7RhR1I77LDDDjtsLHYktcMOO+yww8ZiR1I77LDDDjtsLHYktcMOO+yww8ZiR1I77LDDDjtsLHYktcMOO+yww8ZiR1I77LDDDjtsLHYktcMOO+yww8ZiR1I77LAg/uAP/gAvetGL8OVf/uW4fPkyoijCXXfdha/5mq/BS17yEvzP//k/MS+Ry/d8z/eAEAJCCH73d3935rpvfOMbi3X9JITA3XffjS//8i/Ht33bt+GXfumXMBwOZ55zfR9N0/Hx8TKXZIcd1gayS4u0ww7dcO3aNTzvec/D7//+7wMAvuiLvgiPf/zjcenSJdy8eRN/9md/hk996lMAgCc84Qn4yEc+0rifyWSCK1eu4Pr16wCA5z73ufjt3/7t1uO+8Y1vxAte8ALs7e3hW7/1WwEAWmvcvHkT/+///T98/OMfh9Yae3t7+P/+v/8PL33pS0EIqezjD/7gD/CMZzwDAPD85z+/9Vi/8Au/gCRJOl6RHXY4B5gddthhLm7cuGG+9Eu/1AAwj3nMY8y73/3uxvX+9E//1LzwhS80SZK07us3fuM3DABz5coVQwgxnHNz9erV1vV/7dd+zQAw/+Af/IPG5Q888IB52cteZgghBoD53u/93ql13vOe9xgAZvfK77Bt2Ln7dtihA1760pfir/7qr/AP/+E/xPve977CKqnjK77iK/Arv/IreM973tO6r1/5lV8BAPyn//Sf8I//8T+GUgpvfvOblz63hz3sYfiZn/kZ/NzP/RwA4Cd/8ifxR3/0R0vvb4cdNgk7ktphhzn4m7/5G7z1rW8FAPzMz/wMLl++PHebr/mar2mc/7d/+7d417veBc45vuM7vgPf9V3fBQD41V/91TOf53d/93fjq7/6qwEAr3nNa868vx122ATsSGqHHebg7W9/O7TWuHz5Mr7pm77pTPv61V/9VRhj8OxnPxv33nsvvuVbvgWXLl3CX/7lX+J973vfmc/13/ybfwPAxqCUUmfe3w47XDR2JLXDDnPw4Q9/GADwVV/1VaB0+VdGa403vvGNAIAXvvCFAIB+v4/7778fQOkGPAue+MQnAgBGo1Eh4thhh23GjqR22GEOrl27BgB4yEMe0rj8Yx/7GL7zO79zavrjP/7jynq///u/j09/+tO455578I3f+I3FfO/y+63f+i2MRqMznevdd99dfP/CF77QuE6b/NwT6A47bBL4RZ/ADjtsOz796U/jTW9609T8pz/96Xja055W/P4v/+W/AAC+4zu+A5yXr95Xf/VX4yu+4ivwZ3/2Z/jN3/zNgrSWgda6+F6XoXu0SdAf9ahHLX3cHXZYF3YktcMOc+Ctk89//vONy7/pm76pMnj3vvvuw7ve9a7KOp///OfxO7/zOwBKV1+IF77whXj5y1+OX/3VXz0TSXmrDwCOjo4a19lZTDtsE3YktcMOc/BVX/VV+PVf/3V85CMfgdZ6qbjUr//6ryPLMnDO8W//7b+dWu7dfO973/vwl3/5l3jMYx6z1Ln6AcT7+/v4ki/5kqX2scMOm4RdTGqHHebgm77pm0ApxY0bN/Df//t/X2ofXhShlMKf/MmfTE0f+9jHptZdBm95y1sAAF/3dV8HxtjS+9lhh03BjqR22GEOHvWoR+Ff/at/BQB4+ctfjps3by60/fvf/358/OMfR6/Xw40bN2CMaZw8Af76r//6UvLxX/iFX8AHP/hBAMD3fd/3Lbz9DjtsInYktcMOHfDzP//zeNSjHoVPfOIT+Nqv/Vr84R/+YeN6f/u3f4vPfOYzlXneMnrOc56Dw8PD1mP8k3/yT3Dvvffic5/7HN7+9rd3PrerV6/i5S9/OV7ykpcAAF7xilfga7/2aztvv8MOm4xdTGqHHTrg8uXL+JM/+RN827d9G971rnfh6U9/Or74i78Yj3/843F4eIjT01N84hOfwJ/+6Z/CGIOv/MqvxJOe9CSMRiP85m/+JoDZiV0BgDGGb/u2b8NP//RP41d+5Vfw3Oc+t7L82rVr+M7v/E4AVsV369Yt/M3f/A3+/M//HFprDAYDvPrVr8Z//I//cR2XYIcdLgS7LOg77LAg3vWud+Gtb30r/uRP/gSf/exnMR6Psb+/j0c+8pH46q/+anzrt34rvu7rvg6U0kKtd++99+Izn/nM3DjRxz72MTz+8Y8HYwx/93d/hytXrhRZ0ENEUYT9/X3cc889eNzjHodnPOMZuP/++3FwcNC43zAL+u6V32GbsCOpHXbYYYcdNha7mNQOO+ywww4bix1J7bDDDjvssLHYkdQOO+ywww4bix1J7bDDDjvssLHYkdQOO+ywww4bix1J7bDDDjvssLHYysG8Wms88MAD2N/fby1HsMMOO+yww+bCGINbt27hypUrM5M2byVJPfDAA3j4wx9+0aexww477LDDGfHpT38aX/zFX9y6fCtJan9/HwDw6R+7DwdxBLCAhWmLZaVnjFnOdfuy+ra+qNys/V0U2v77mfc7xyvc9biso3e5fj+0Ka97eE6UABED+gKIGPL9GGksMIk5xv0eZBTh5l4fEyGQ8ginUQTJOG5FfaSU42/pEf729BCnWYTP3+ojlRQnpxHGpwxZRjEacRBJcek6x2BI0R8yXLrGIE4J9r9AMLhBEZ0CB9cISA4kNwEuAarL66Fp+ZzoWrKJ8Hd9GQAo0X6Jsj4g4+n9aWbPgWcAzQGSAzTIVavdG29YuYy2PP40b/703yu/dfMzoCJTnJeM7fEne/a/KWFweskuP7lsoCKD0WWNm3fnyCMDGRsobvCFezPs3zsBIaZ4FB9+7wm++PAW+lzhMj9FTBQeZoa4W44wyFJcOb6BZCJx+XiE/Vun6I0nwAPHgFTAA0PgxikwlsC1MZAbYCTtsiQCDmIgosCl2D5fEQP6vPwuGEBI+TxH7uax4BqwDu9E+N74P+bndWnT1o01t3HDNMPDX/H7RXvehq0kKe/iO4gjHPTPmaTyO5Ck5pHLeZBUfR4LSCqJLEntCYhYII0jsMSSVD6IwYUAiyKQSIAzDhX1QWiEHt1DFA2QZREY+mCSgbIIlDEQSUEMB+EU9DQClRRMMnDBwHOCKCKIOIVggKAE1AA9AnACUAQkRQKSql2m8HdTGz+rnSMUQAPpaQZwBvAcoMZNwWXXtPz0y2jLo+xva/3Tf6/8RvPJMmKgif1/hNrjGgZQBlBmSUgzgEcGEAZcaLA4h4kMaGxAIwOSZCB7KSgtSYrtE0QHBoJn6HGKHlGIjUIicyQZwSA/RRIR7KsMBzpHDwboR/ake9wSTcYATgFi7PPkJ06rhBQxQPDgO7P7mUlSHZ512rD+HURSHvNCNrefcEKb5qkNixDUpmNd5zrvGq0T9f9UsWrP9n8pFttes81/FkLrZhP2Mwu61kVusjSbLEzqWJWSFd+PvLa/+nMf/m7yriyKrp3fbWqD1oDbj6S6Ite3F0F51El5Hkl3xSqIyl/zcOpynCbLqv7bzaNzGgzqUlVSU65HiSkbvppZoRvekDay8g1quJzm7b3E8yCCqWPWylTNO4cmV9+mgcJUOhzUGNB5z3wTQXSFX3+KxJbYZ9t5XnTHcIPavjuTpJZ9AC7ywdlknOWBntVZWHK/cxuotu3uzLdhK9FmRdHbNV/2BpHGeWP3Wu5w8egaq9phhzsVFxWX2gDcma3DrlHcDtzBL+YOy0Hvxk3edti11otgG8ntPBr6sxxjDddUL3E+WhNobT932Hxoc5vcp11HbC62sNVdEbaRcLqi/uCv4kVYx/Xqus9VSeDR3NNedYMXiiW2QRE4C03quk2HJmR+R2Xd5HDW9+Ui26cNI87buKVeATbsZu3gMOO+6I7qB026rdc00HWWYm+HOwh3Ukf3AnEbX+UOuJ0fsk2GHzTZtmyHHTYZrc/u5jTstxN2LcLthg3qATViR0Ibha7uvG10++1we+DObjFu18G8m4xZA3n98nmY8R/nDeYt1jPd1ltkMO82ousg3U0ezHvu6DKYd9uxQe3InUtSt/PA3FmphJbFOq5X132usDPRNNgzzDixCnTNOLEN2EZyWjjjxDpw1vflojNObBDuXJK6U7BhD9ymY5VktcMOc7F7P+diR1K3I2alq74dsYL/58dH7cZJVbGNsahOA3o35Z1oO49d7LbA7krs0A2bPE7qjFjnwNDbKX61TVhmQPdKsc0kc9HXroYtvpI77LDDDjvc7liYpN773vfim7/5m3HlyhUQQvC2t72tdd1//+//PQgheO1rX1uZf/36dTzvec/DwcEBDg8P8V3f9V0YjUaLnsrZsM09nR2Wxi632w47bBcWbqlPTk7wuMc9Dj//8z8/c73f/u3fxv/6X/8LV65cmVr2vOc9D3/+53+Od77znXj729+O9773vXjxi1+86KnssMNGYtsVfTvssElYuHz8s571LDzrWc+auc7f//3f46UvfSn+x//4H/jGb/zGyrK/+Iu/wDve8Q588IMfxJOe9CQAwOtf/3o8+9nPxk/91E81ktqFgZKd+mYTcY4+811apB3uSGxQ27dyn5fWGt/+7d+O7/3e78VjH/vYqeXvf//7cXh4WBAUANx3332glOIDH/hA4z4nkwmGw2FlWgluR5ffhgU9G7HGtEirzt23ww5T8M9o/VndpUVaC1b+pv7ET/wEOOf4nu/5nsblV69exUMf+tDKPM45jo6OcPXq1cZtXv3qV+PSpUvF9PCHP7z9BLzkuj61YYUZtpfCKve/rnNdFZnPIqc2zMro3va9IzQW22aeBbXowNd1yLvn7VPXfCdt69fnr+Nc55Wyp3nzNS2GCzhVpgbpdi/ndYzqJDNFQsHvyrO35PsR7sPvu+k53oaO5xqxUpL68Ic/jJ/92Z/FG9/4RpAVBqhf8YpX4ObNm8X06U9/ulzY9uDUMYus5jWesx6cNlLsMj4p3Mc8zDvORT3IXY67KDmtgBRXbSnVCWrqd63B3QSc5xinZaX2/jrOI3hb78vW/KrMX2b4QBM5zMOqraSuHeem9fz7NGta1Tl2bVu6rLtkm7XSN/mP/uiP8OCDD+IRj3gEOOfgnONTn/oU/vN//s/4ki/5EgDAvffeiwcffLCynVIK169fx7333tu4316vh4ODg8q0FqzT/XcWItnmntQFu1S9+2+n6tsu0E0aVB0+w3eqS28Wuayjfl2AhYUTs/Dt3/7tuO+++yrznvnMZ+Lbv/3b8YIXvAAA8JSnPAXHx8f48Ic/jCc+8YkAgHe/+93QWuPJT37yKk+nGcsGBP12jJZ5tbr2MGb9nrf+uhH+n7blTTiPonEL5i9rG8DpCcpbV/NcQ4U7KSeYZ4ysK7fdXLfdGaykJlfeNuboq6PpvmraoQDiKhCS16pCCG1WVKfzCd4fv80q8wGeYzu2MEmNRiP89V//dfH7k5/8JD760Y/i6OgIj3jEI3DXXXdV1o+iCPfeey++9Eu/FADwZV/2ZfiGb/gGvOhFL8Iv/uIvIssyvOQlL8H999+/Gcq+JRrHleAi1DRhALjpP2+SsGQZ0upgPd02ZcgDtMaZVtolXR9oTlaSqaOriOZMmBfHukhs0rmcAQv/iw996EN4whOegCc84QkAgJe//OV4whOegB/8wR/svI+3vOUteMxjHoOv//qvx7Of/Ww87WlPwy/90i8teipVbLNLzGNb/kPX89zil+Q8c/h5Utn0PHnLnl+TIOLcsS3v1jrR9D6uMoa1Jizct3r6058O01DuoA1/+7d/OzXv6OgIb33rWxc99PmhiwtsG0t9zHoY6//pLG6+83zoN/wF2xbcNi6/VcQeL+qZOhe35AyvyYa2abs3/E5EU9HBVT6gG/qw79CO24GgVobb+fk9S7HRC8LtQ1KrjOfMu2HruqHnUYjtrIUGtel2nosc6yxY0zHOs66UJ4hNJ4plz+88xlx5NBW1tAfdjOwJM3ERhRjP6z09A24fkloVLuqGXcRL1FYGe4etxqaT3W2NTXqXNulczoAdSdVxO/uj62hL77Lq/e9wrth0AcZtjU165jfpXM6A2+NfALeHemdb/sO2nOeWYdPJZafuu02x4WS22Wd3UZh30zb8prZiEbnpWQfxntc1WtNxLkKCvsPZsdWZRc5jgHzbvA1u07ZkeF8LZiVlXMW+bxOfLoBaapcZD+uqjrEo/D2cFZvreE9mDeJsasS0IZVp6tTugBjPeUvQFznWrCSzTdCEtpNVl7x9XfOBdsEqh2ys+x1dR2aKFWBz6XOHs2Edg/TOkk1+2f2ucpsAi2ZAvxOws+hWjFV2njfY0lk37tx/Pg8b1ptYGOuQls6ycs5yLL/fRRSOZ1RDUmyBJPmccZ6W1EYQ4rrf8fMcFrNtx1kA201S/oJuwxiIi8amj1nqOvaqA2i9nkO4rGEcDSWmMk2d2iY0qDt0BjV6c8ZL+XGF4VTHWccuLoMNJKM2bDdJrTsmdTvhPP7PWV1+8+5jx/3vYlLL4TzJeJ3X9MwxqVWiSw2l84xJzdvXBrZ72y2cWBbhg7JIoP4iMpUvg3U8aKuKR3VJ8e+vsb/+9evO6HRj4+tGdeywdK3mWq9rdN6EFRLHIseuCyEuKgM6zRcjv3nVjwEUhQ8Xrsx7njirCra+/UXkw9wQa2vzaPOsWLQ65Yp67xuBTc9ovIzFu8n/ZwGsq1T87e6K9J2EgphqnYa1lVrpUqn7vMp03CbvwLK4s//9DjvssMMOG43bm6Tu8B7IDjvssMO2Y9eK77DDDjvssLG4vUlqQwJ/O+ywww47LIfbl6TuRIK6E//zDjvscFvj9pOg7xrqHXa4Y9A0+Hrt0GaXVf0ccftaUqvCjvQuFrvrf0dDn2OF5B02E3cuSc1KU+KxjQ1kPWffqnL4rWIQc5cUMV3mNf0fN5CGLnCeXfL31RvJVdVUWgVo3r7fTcmSsej10qz5nvgkIpSa8vs6ragu70w+47ns+hy2HSfc/rzboQ0rKb/d7r567r6uJvi8B2jeg7OuG7hKN0L9HNvOedbo8rqEP7xu4XnOuh7zhgEs0kmoNwKUlC8ULVvDLrn7QoJqyt1HA3Ja94BZn5WhiVhWRTZUzc460eU4y55L/fotOgi5ad3w/lCY4n5SY5pz9zUlMW57bnMNMDa9/qJo27b+jufaviez3n9/rosMq/H7re9jy3DnWlJtuKgbeVHplmb1mmZdi/M+3yXuS2uS0XCdi4hpdMA8Qpi1vNW6Usufz3mizZpaFLM6KyuDt6byNXRgz/KO+fOof14EzthWbLcltQzaLljXBrnJpG/q/XS9MfW8dPO2O++Abb03FqKL5bdMDzDcbgGErj5qNAAGqrXrXRs3j85189leOgFlBlDN/882pGSj0xLNcgUumxOw/VhnrO9Vt7YaYlG0aR6pWlRTy7WZdgEv6kqruM8NMO+ez3pn/PGXfY/n7duvM+v3IlhVZ3RRb1eA7Sep8Kb5m7/ohV3mJi5CLF33c9b110VgZyWqeftoWrcN4fHOsaaUZmZmD/+iErjWsSmxqC7QvGo1NbkFPTxBhQnuF7aC573n9RjT1DINRCvqlbS9N9odp96mVc7lnKyidXhLlmg3bz93X9e6ROE0a18XGcBcFE2ChHnikK5Yheuvft2b7kHdUtVm+thNPWM3j2o9UzxRxKRMuU9KTBGQr/fWdT0sN4OsfKMaLp9lYVwEodRdfvOEF/XP80ZbPKpuQVVjUg3W09SOO8am2uaHz6V3K+YLthXhuzkv/nqe7vXzPt4cbEj/b0nUb3CXnvq8h2eRh3tZNJ1veF6ryDk4y8WxKHxPrn7twvPsGiRuQxciqq/vg83+ULV9FK6+wOUHOKIi/vSa3ErllKNdBl2S0vrUe/VGeta8RcpiLBPTWgWazi+c1ySq0A1WlEdFAFOzjK2rT9vYVEEkNddd8d3NVw0xplnWkxdZaO0eGFNmR+8qKApFQPU2oekd6/JOnQfJzGp3uwixOmK7SQqomsOzXEpnIaeuPa1F67D4812VD/m8E+p26Rws44tewQtG9ezYQdj77nRKG+hzCMlk0bpNwPJCijqJdaoBxRZziU4RcUFUpvzurSey2L2c7/ab046wORc6JKpljjGvTTsvK2fVFYOXbOe2m6S0dxUFFXqXJaNlhBO+t9XWc5rl4/bb5Xr+euH6s7A2d+Sc2jqdjnsG4USTyw8UgC6PTwmIC5JPTYE1xXUOCg1qaEFUnGpw50LyjaCfFC3de76XH/b2F2l4fePe6MIKSKb+vWndWW66cDlVs4/bdH7133UybDuvOma5Ra3bNLyeBpq67+6aa+onFK7Ywi1LUA4bgHH31ICbHFxr8Dwv3H5UG/uO+U8gUL01zPPf/bI8aGcilPEp/0wX72/4jM553ln9vfHrT3sIqvs9Z6yaEO844UTo7pu6sTPQ1V88a7uKq2DJG7nodssex2MeybUed4Yrsn6d5o3zWARN/vpKgxAElysxKbu+HS8Tqvtmu/tsrANVoqo1npXTCxR+i7j+QtJYh9KubV+FW7A2ZmoTxBZtbkDNANOi9KtbUNPuPhufpLkOOrRoJyX/WVfwFeSmS2GD7yR5Twirufq8e7HJRxmeQ3mQoA2reSjaxicug7b39byssyWEE9tNUkC7P7cNbY1lV3df+HB5P/TM85vROIfbzhvTMe84XbAsyYXkNisuBZw9NtW2n7Zzrz30NCCrpt5sQVi+900CC4qYKeFE/bLXLakuoDnpNPZnUfddE7l02cYTVds+Zs2fXm+x+xqSefhpvzvLiU27V6tW1DzhRMNg3uIgM4iqjlxjrt7cDyQPiQqYJqs6mt7ntsG3XWK/y2LZxAbLYomQxHaTlH8gigvd8YIue2PqBBV+LoNFtl3FwERKq/uZRZLhsjpBzCKtynpnfLnqPd/KOU67+8LUSNVJB42XPXdPVEBDoxcIJ4Cw8ayVLmf1Rnbxvwi0E1JX4UTTdl3ccl0IatZ+ZhFU3UXqvzd/trgFnbuPshpB0ep98yQVWs1AKZwgoerVu++A2URVsay8a46Wn96aYqS5ozyrQ8hIw/scuPvC8EX9/LY940TFjd/tfDYwHHzB6OQKXMPNDn3j60L9vGcR7az/2PU8V/lSrPCah73sKXffnISmms4eL3XR2ATXXRPmEevC1umcMVJLZZtY9/u3KOaFHGahQrJ6PQTVRQndNCxmQWy3JbUMlhFONFlQfv5cMUNdXBHsq2nbphdl2VhSF8x6mWf51ev/qw2LDA9o2m5B0FxPNVCVWNSi+5sjP99htfAiiq6YGZMyCzxDdTn6PAVfuB3DYmGHLu3GzO3P0SJa5ZCcJTNtbL8lVVeBNWEFbN5+/DbSq1lGTZZSPe/XrGOch6W1KTiLyCJAJU3Sgj3rqUG9W0xKm2pdzUKo+lsLugwrWVoQdUYS6dKmnQfWlXFiwfb49rOkVqnwm5smpcN6ZznGsuuv2vKaJRDp2itsu971Xuc8GX9lsKSxkuCGMVGWlFir9UShW8fWWFcSKXL46SA2tUosOrYpjA9RBUDMWT8YB9X1WE3xqHWi0zm1lOYoYoozxrzRWVkdlkGX3H1d9wNUBRbhYODQIlvSAlkaG5RtAth2kgoDn4sGFLvst47zyKq8CrSd/1nIq4vrb5njdXGzTimyDKxoojbsoAOBW8FEqdqiqJbpWCYrepd4SleF31kwj4iWyUyxLoQS+IWIKhge0LieF080ZSgpvi/wzDQtD8UToQS9PgjXIxzkP9Up6+g2X3ZQfLj+hpFPV2w3SYVYlKh2mMa8eNkOUziPWlM7dEOnmGPT2KjzQChk2LVTC+H2IandjT87dsS0MNZNIusa6Hs7QpMOz2/YTpxnmxFaXDsshIWv2Hvf+1588zd/M65cuQJCCN72trcVy7Isw/d///fjK7/yK7G3t4crV67gO77jO/DAAw9U9nH9+nU873nPw8HBAQ4PD/Fd3/VdGI1GZ/4zO+ywww4bix1BLYWFr9rJyQke97jH4ed//uenlo3HY3zkIx/Bq171KnzkIx/Bf/tv/w1/9Vd/hX/6T/9pZb3nPe95+PM//3O8853vxNvf/na8973vxYtf/OLl/wWwGQPVth1dVITbEpdrwDIS9Hk4D3ffrFx9O5RYu7tv2TYmHKu0a6cWxsLuvmc961l41rOe1bjs0qVLeOc731mZ93M/93P4mq/5Gvzd3/0dHvGIR+Av/uIv8I53vAMf/OAH8aQnPQkA8PrXvx7Pfvaz8VM/9VO4cuXK1H4nkwkmk0nxezgcLnraq8W2SsFnZo6YoaKro0s6qHn72GHjsCPCGTgPV13X96rTvkz5uUwh2A3C2u3PmzdvghCCw8NDAMD73/9+HB4eFgQFAPfddx8opfjABz7QuI9Xv/rVuHTpUjE9/OEPX/6EllX2rRsX0cuaZzldpEXVNqZsDnwm9BA+E/oymJWBYl1W1KJksZry72ffRxd0SSO1SFmUWWrMuYUPPVTDeqsaYnIWNLUHy5DNWsaHzrEM69bjGdq2tQon0jTF93//9+Nf/+t/jYODAwDA1atX8dCHPrR6Epzj6OgIV69ebdzPK17xCrz85S8vfg+Hw5KouhYZa0KXh6/eGHdJTHkWnGW/6+jpzZLIzsv0HG7fhC4ZN6aufzh+xEnJfe6+AJWCd+F8l4WgkruvnqmgInMmQckIUhtkerFW4jL1pNryAS573EUwK1dfkWne5/yrlOlw96kmPfcEFY5582VZinUqBQ/XQDw+O0W9EsMsqXhTFhbfjvnEyPU2bZ1JZtvOb9XrL1rKyGFtJJVlGf7lv/yXMMbgDW94w5n21ev10Ov1VnRm6P6Ablv8ZdkURJ32vQL3X9M+PWaR4JRV1ZK2pmvCyobcfWWZjk67WDnOe+zSIkSzCW7ASo5F0mxBVVIk1S3nRRp2P2C3KQt607PXNAC303FmrF9/31btbmzb3wbGzNZCUp6gPvWpT+Hd7353YUUBwL333osHH3ywsr5SCtevX8e999672IHqjVinwaNzHta2hq6p1PQqscxgvTasK73+rLyCXUuStKGLBVVff6pwHABd9qTLoodlGXl/LqElNX26Jhg8CpxnG31WQiiEFh2q7s4rnrjI/GXhix9W53Xbtsh+3pJxotHdVy+gOZWItWkQMENZ54mVg8lBp9/XLrXtaI18gOl6VEAzUfl1Z2FZy6Z1vQWy3CzqOemAlZOUJ6hPfOITeM973oO77rqrsvwpT3kKjo+P8eEPfxhPfOITAQDvfve7obXGk5/85MUPGPbiV20htY42x/pM7lXsd9UpVBbp8TVhkVpZbe7VYnk4qt+UaZFqucCaGqh68UOglnGCTpfsAMI8cr5RJbV55XqLoq0K76osq02wgpoyctTz8tnrairX0s+rFKH0RSm9BRzer+D+hh2VojzHIq77KSJrC6B5q6sWdphFJE1FDCv1qAI3epO3Yd3WzjKu0C7bLBlnXpikRqMR/vqv/7r4/clPfhIf/ehHcXR0hIc97GH41m/9VnzkIx/B29/+duR5XsSZjo6OIITAl33Zl+EbvuEb8KIXvQi/+Iu/iCzL8JKXvAT3339/o7JvJuppc7r02JctQbFuclqlq24dJZ9n5d6b97AtQ2J1y3WqoqeuHru4P7oSjypLiAexqLDwYUNKpKI0eRADqVflnfoLNaKaVX+pa3qkWfWk2nLsNQ3+rZeP75I+qen7ophVbXfmOkE8qlI6PqyaHLj8poseuu8NMclOgfwiztQmqGhJixR6dBats9aUQb3uRr8IAceqQx5L+NMXJqkPfehDeMYznlH89oKG5z//+fjhH/5h/M7v/A4A4PGPf3xlu/e85z14+tOfDgB4y1vegpe85CX4+q//elBK8S3f8i143etet/DJI9eAzAN3VMc3qmtPZFY9l3U9MF3/QxvWIfnO0U6eOp9vuXX5S2F+s8r+ayRU9FipPTYjQJYDEbOflIDxHFQbcKXBVQ7OKHjOwN21pUaDmxzcBdw50UWjx5kG59oabNSAc4MTbnv0KjJQEUBzE/T0UVhWXVEnq1mk0Ux2s5e1ufHqZevb9tF07OlS9N2eszohaQZoXrVClTBQAnaKTLDMklU0RVB24kSDw0+5vac6B8/dpOxzAJXbZ0Pm9vkJrStlSjdfOI+Zsn0B7PPJiHtOg6KHeQ4IVn0PZr0vQPUdZ7VtdA74a8to87rrxLqJMPw/Wbe2bmGSevrTnw4zQ847a5nH0dER3vrWty566KaD2c9FrJB5BNWljPwmj5Na9NwYad9mXgXeMEtzG7q6HtvIyS+bUma1WFL+sF75B1TiUkBgTbny8fY0pxOX+k6fcb36yunR9QkdFs6OrmzDv6hyb52uwCly4tPL2yXogSXFUHP3BRV6vSWMBjeu9h2AmtV01tx9dbdclwSzddRVfUCz8GLq9xyhUdN6q0CX69TWyWxaZ0Fsd+6+uhuoS/n4LiTUuGzNwgmg+pCfF2Y1VF16hHOLHs7ZR+t2YWNiGq65681SYnu7gpUWlRNMcGV71IqzYqwUz/OKy48TbSeqQQl11pSB1sZZUhrUx0uoCaynMDZlAJRxqq6Nf5gZvc3ymeXuq5TiCIjKz1+Fu6/t3LqiybXXaF0V17f225eNrxNUvXQ8yvvL89KSLkrHZ3kZtwyJq7CidO27I42cBs8fLS0se2VQcf0V8+ZelYZ5DeXjW9dFN+/EKtA1dKA7nFDd69KxHd1ykqo3XiuwpC4yLrXufdcxL43/vFgU0C0etVSPtaFTMNUhcY2GX8dPPh6lSRmfcsF0Sgi4zqEoLRs37z4KYh1l753YiiA0bFCDs2hpeM+KpthTuKxxG1VaLF3dffP2u4ybrxjr1EhG5TpVl6mbalaUDgiKs9LS5dS5ap3LlsKAm7winLBjpLxook5EpqH9CKBMjbB8LCoYEwXUYlRAp45yYztVJ75Z6/pFbUNCNtiSCs+t4wD7LSepJWNS9X3MQ931dFY0SeYvokzGvMvllzdZQr7ntEg8qqtF1eT6a7OkcheT8jLhzMYfeJZDUwqqdRGf4LwUT3CtwY21oEpLysakKLUNoreoONfQ1EBFGioyoLmNn9QVftUaSaZTg75snammuJNmlqgqxRHnuPvOwx1YJauatcRQGcirhLdWDRQ3IJEG5yVBhSpMTnRBTty5c0srysWjvAXl24qK1RRaTgZQNVFFQVC0tKS81a7zgKwCYuniOWj0QAQkF+7Dt2mNA9873oBlsKjLsEvbW19HdvsD201SE2UbyTAA1yqV7kAucwugbUFMahHMyt1XWd7yMHUlHb+fjoHSqfNpuu4+iB0KK1JenBeJGHraII5t+VpNKDQlkBFHnGWgxiDWGWKqoAmBoDk0J1CaQOUUkhjEPQpKDYRgGPatZSZjezwlDGTfgEtA9QgA6/5TAuDSnsYiRFWH3XbWNjMsqrw6zdpH+LnI+bUhtKKsKMKStxVGGKheKZSQfUDG7nusIWMD2TNI+7YzwHpWxBL3csRCVeTnMVOIoRAjQ2yUvZcqg1AKsZQQUiFOJTDJgDQDUlWKJ06V/ZR5QF6OqPx8gWojykjVavdCisx1kn1njVFMvS+zih6G+/frsoY2Let8C1aHdUvdJx0G82HbSaox71wtltF5XwuQ2AaOyl4OtSDtrOWN6HodVhCTqs8LLancqbHqLh1q3T7WispBNQfPrWVVuvucBUWtZUUJwFmp7vMDe2kQIyldU3UX1uJ/sw2LWFjzZOlt689bz5/HopjlEq2mlapaVBVlH4VV9QXyc86cJVwo+5xC01tROgfPdWlJeTdflgM6sJoAlMo+d41V7VmuC3W8Wy93ytLQxccQeFvmhRPalrfFpDrsc11Yd2e8o1tyu0nqNJvdO1kEi6j+bheSqiuJZi1vQ1ehx6LpYkLUZeh+f5RUCSxi5TqMAooh7keF0ktTApUzSG4f+0RJJNx2UWNq026piDr9CoMUOTgzGMc5pKQY5wRpYhuRdE9DnBLwzFoGAIEaAao3O560CJqIys+jeWmx2flVYphlJRXCi8YY1PKu5qn4EoOznNzkvsu+sVZU31qjKjJIE2tJpUmOvJ8j4gZxnEMIa0klvczFDi1JxdRZUiZDoiXiPEOcZYilRJJOEJ9KkNMMGEtrRaXKthdpZj9lDkg1bUUBgMhtp2ecWSLruQvrlbDeivefberiRTwIfltKmt+V865FdR5t3B3h7stym+Nz0UDhIjegMU3KmnDupS06BqXmvSBdznnei9oWeG2zXn3jrU3ZePSdr3+igMh2YCLnUtCUWJUfNxDKzhNaQUBBgVq3n7FuP+Fys8VR7tx+OVLBoBSBjK3bT0U2fqIi6+LzJDEtrujm8mtD07Z2nqlYQ02kWBJVuY+6G/Es5zYLU2RVjIUqP2VsyuvofsuegRA2DiWEthPXEExXVH2C5hBQiI2CyHM7KQWRKQipQKQKXH1ZQFCOmCZBfCqMReWkdPf55RO4Z8z9OeYEO4wAcDEqwH7vQiZN70vYGQldfx7+/TmL+nfTynWsa5zURiH1Ps0OMSng7HGpJhfUpmEtJNfx+jah8/k0PLBNBJUHjUPR+8zs9zh4nJ0UHafSZk6iFJpSKJ5DRhxUa8QqQ6wVNKWIiQIYoAyFMhSUMCihQCmDiDTiOIfWwGmPA8ghYwYZG3BprQHAiykIVK+0ctY5FqnJvVe3kuokVJW9r+ZZaYxDsTAWhVosyhFSYEnJnoHsaciexn7sYlGxBmcasVCIuarIzhOSIdGZjUXlNh4VywzxJIOQynZUJqq0otIgDhVOKlD7AaWAAiifL6YBHlwrZuy8UOEXxm8XeUeatqvHgi+you+qO+VNxDsH201SJ5ntEXl0bRC7EkzTDbpdXH2LYK4ltcaXKIwhNB1TMEBG5b1PlSWr3Fiiotay6k0URD+DimyvV4oIB5dOcRiPIZhCyjgEiUC5jXdIzkCJgeQMyjXmnBtISXFyyjC6lDsLxiA+sWOk0n0CmgPiFOCTkii4nH7ezkoQ3pqanj9//6sgp2rePfvpyUkJQCb2u+wbyMR+ji9Zi2l8YMkp3dMYHeZQETA8Ukj7Gr1LCoOBgohyxCKHiDQOE4mDaOIyg1iSOkCKA3WKOM9weHqCOMtwcDLGwXCM5CQFbp5aV9+tFBimwIkEbk6si+/WpHT5nbqOrnf7ecFE2EEKk79OHJlwMk0qjW66JdzhU2TVcftta5vuCJKSykZYix7NEvtY1vW3yQ/EqkmjSV46LxtFE5aVoDddd+9ukW6/fjBvXR1VqK8ykIiBAxDSWk9CKXCtIUgOwXJoEAjCIGgOaEAwuw/ODESkofLcuqF6GjLWUIJCRXAuq1AEUE2T1CRSWIU1U9921RbSPLSNg6qnPfLEVXH5RWWaKdnTUNwg51buL6K8uOac2eEBguaF5JwSA4HcumtzZe9jnkNkClzl1tWXBqq+KSWfqVpMUwPHnUhCueso4AQ67jtgv3ui9oTVJBef1yY1Sc0LYpyxfh2dJOAzxjxeRHtWF6u0YLtJ6uak7NUsgqZKnF1w1pQq68Z5uwVWeTx/DxurpM54ubiLITD32c+ANCrHs+QaiCNrXY0lSMSwrzSS3gSjvRjDfh8pj6AIRUojG5CnGSTlEDSHdC0xpxqx4NCaIJ0wPKgINIWNoaQEsk8gTq3yS/VsHMq7/Npcf94Sa1pWrtOdiFbtvqvOm/5dV+2FIol0YKA5ML7krKaBwfBuDSWA0WGOdE8jTQyGlxVUZBBdznAU5zi8JHH3pRScGSQiA6cGd8djPJSdFMUNKQzuViPcPR4hlhJHt0aIJxmOrt9C79otaz1dH1vr6foYGE6AkQS+cGo7tiNpRREheRUdIe06PoFIYpKX4gnBZltQi1o/s+Yt2q5tG+6IjBOnWbuipg2rkqVvakzKo17fZZ2CjPNw9xW/a/9HMEts/oUOG57INShZDmSRjVG5eazHMThJcXB6Ci5yHEQCgvl8QoBEbsUWhEIKBm0IKDVIEw7ODEYJx3hCQTWQ7jFoRpAOqHPtkcKyClV2dYtqngIwJLGzYNZ4rVn7n5VFw/+/cFkRf3LuPiUsOVnXnp2UMBjva6SJnU73coiexmCgEPdyDPoKg9iSUxJlEDTHAZ9ggEmQAkljoFIM0hSxlBiMU8SpRP9W4OYbppaMhhPgZmrbCu/im6gWgkIgNYezoFAVNSgNcE9SDW65Zd6F+ru5aJu2Tqy6nVvCA7PdJFXp1ZxB4tyK2pu5DuHErASvy+zrPHEulhubbUkxanu5ggH9qPyM3feY2+97AkiEJam+AHoc434PYyEwFj2MWQ8p5XYChwRHajikZhirCOOMI5Uc45QhnTCkKUN8ShGPGURKEJ9QiFMCcepiUhJFHr2qkKH6F5rmV8mt2ZJaBIvEp8L9L5qNIpTE2/9vydruFxCpi9ml1uLUDOidUkhNkMZ2h+OII+3zIgOIohRjHmHMo0oKpJRFSKMIAJD27EGyfoQocQeM7TKkmY1ZAoDwpq1zCQsGnOrpdzBsU0K5Oafl98p6S5JUo8qvITZ1u+KOIKmBKHs1QLebehb5+aLb3y5YVlZ7VsyKAYbCCT8NRElQA0dIh337O3EkxRmygxhpLDAc9DGM+xjzHoY8RkoiDNHDyPQgDcMw70FpiuFEYHgqME45hrciSEnBhgyDmxyDY4pkSBGPKOIRQTwiEGNLVlRZwppXOsN+J43zp7dZb0ekff/Vd4HLdkvLWoDVhLs0t2PQbNojIN3ToBoAOFSkcZNGkG7cjIisYEIqBsFzxFxhwOJK1vND1sdxP0HCJXhuFZtxKnHXRJX3fcyCUhskGB8Vqvp0YD35MVCkjHN6cvIy8zZ3X9M7soi7rs1luClENa/dmzfmsr4OcIfEpFjw8HTeZs76lR5V0/IVNBKbkrtvESz7spzlv1RIqsUlEpJUP7INlLegImYJque+cwb0OKSIoLgd1CsZh2QMkrDCgpKG2SlnkJpBKgaZ2UkpCikpxIRCpAQ8I8WgXi4tMfnPupW06sGzTeiaimlRNNXAKo8ZpGGqZWC3ZObSRWXWFcozApESaEYhegYARSQpJDN2LFpmXzxfRkXm9n6EGc9Tau8dNQaSc1BtIEWEPGJg3D0DmXsmTrPyGcmN/eRBvj0/BqqwmgISKqynmlUVrscXJJW2d2KWqu8iyKoyeH6Bdrbruqbbc7rdJHV34mIMC76UCydP3ILxUevEvOu7iheoHkMLUY8bhOuH5HQpLt17+z077+4B0IuQ9SOksYDiDMP9BGkvwrX9AzzYO8CYRngQ+0gNxzDvYaQEZM4wkhGkYrg2jDEcRRiPOW59XiA+pTh6kOPgCwzJkGJww7r6kmOC5Gbp8qvm0Fs9GbXWYwoG7LblBWxbNg/VbaYJK4y9WfIi4BMDLglobi0pnlGkewTxiZ1v5xGkCcWNzD5LnNtB1D4psHf/eWsq6WUYiAlibnMvxiqz6ZG0RpJMsD9x2SYiZqcTiUpWCaD8nhv7DHuxTZ9bcvLuY0YAwS0ZeUuqyYqaRz5dc/fV5zXtqwvqmTA2zQt0R0jQY24fJI8uo7G7jLpuu5mbLkFfd29r0c7AWc+nKbFsmNwTcDEm15jsCftMJALYj4GIwez1IHuWoNI4ghQcoySGjDhGoocR7WGMCCMtkGqOkRIYSQGZU4xSS1LjU47RiGM85khGDPGYIhkyxCelm8/Go0hljJRNXbTejA5N86sW2yxhxGqzYXBp0KT6s2lhygS8oeWlGbVy/og6l6DBqM/BubWqhNAYxRFGfVHJODESAkPWhyISIlJQlGEUx0j2bNxpfxDb52SiysZwIKxV1efAxLUb3qLyMSphre3qb1aSU0hSITktI3Zo2yacf9715RaBb0ubzrGt9E+IOyIt0l2JbZBCLFtj5Y5MMIvZvaxVpEPqsp8mzEsw6xuKKLCkDvu2gUkEMIhhOMXx5YElqF6EtCcgOccw6UNyjutiD9eRYGwiXM/6GKsIIxlhlEZQOcXwREBmFNdvCJzcjBCfUhzc4IhPCAbH1oJKblrriU/KQbxcVkUEs9BVXVeHV9E1bRPm9WuLb5VE0X78ZdyT9TIhYhxaksZljLfkzaUBzQ2UsPOsoAI4pkAWGaR9WqRIslnQyzLygyjBoCcxphEQATHLIPbsuDcbn8qQjFNEgHP7ppasfFwKKGXl0s1X2j4/A2Gfrf1e1ZXMSDNJhfn2lk6LNIPwLoqo1p1G6Y7Ign7PAbAXWFLLDhadWt5yc/SWu/1WEeuiCxDOWY/nr7FusKgYseciWKnaO+jD9COkfYFx0oMUEY4P9pAKqwRLhYBkHMNejJRFeIBdwgPZPsZ5hAdHCdKMYXQaYTSOIDOK0YhDKQJyTeChNzjiMcHRZzlESnD4OYbkphVKDL5gx0Qlx6Gbb74qb16hxLq1FJKG7FuZd9P+PEnVlYV1yXiToKMtk3q5j9LF15RyqVxWrqdP4UqYWEtKjAlkYtzYMitLF6ktgxKfUIgJgYqANNFQkcZVZZ+5sBil4DkEzRFTBck4YpoBfUATgkEcg6scsezjSETY6wtgYBMII1VlXMpnm8g1cMuJLPocOIydEKdXuv/iqCqmYLQkpzph1dHV3UcDogq3q1zkBd6peqXvTcvdl3arP7LdJJU4JVd4I5bN3de1rHxTNvSmYy6ShWEVltk6XX2zXoyux1305QrhSy7U98eoJSdHUp6grGtPQEa8QlDjSEBRhjHrQVKGFBHGeYRUcaQZQyo5Umkl5lJSpCmDygguj61IQqTu89SSkjglEOPScmouRDidPqi6vH1Z3VIK1/EDZ5v2V1gz3lqqdVh9RgiaW8uv6RjdMrlPZ2gPv1djYyV5KlEe18etZN9AU1JcZ5rb3zSnGJ1SpCkty3ZQY+9VbpuvlNnPMRMY8x641hjHlpTSOIKQESKtS6/LQNgGMjeWgHwsCrCxp74jpD53IpyotKS8MMeTFFBuG3bgFo3jhvWo6u/KRSn81u0xuiNKddxzYE1yYLEevj6jJXXWHkkTudVdWecFSmb/nzZy6XK9V2lJNZEUpUCPY9IX0JRgeJAg7VnX3qgfQ3KO42QPKY+QsghjJiApx5DGSMHxQLaPq7f2kGYMD17vI50wG3s6YYgkxd6IQqQUB9cZDr7ACguKS+Dg8xTJsY1BxbdCoqqq4MJxQjOzNjS8ieGAWaBKGOkASPcDa4VVCUaM7XcrWGg+br3cR/0YFYJRDfPy+vqmYmF5F1+4rj+uZgSyb8nKJuSlkH1ApE6u7gohqgigmuBBChhqQJmtMSUibeXpkU32GzMFcED3CEa8B2oMEjmxHZVYIBlPcBmwYgqgFFMUmUqcCnDQA476lngO4jLuHXP7vMW8JBKXB7L4nGVNhZhlIdEg3tr0jq3C9Re+SxdpaY27+cS3mqTyvR6yvR70IgQFgM4jKaCoQVSZ54iEnPVmNgUc2x6cNcNQ0vp/TMt56Bkkqld47v4e0FxPnaOhVsIsBS9Ue6O9vrWcRIRRbElqJHp24CeNMKYCknCMIJAisiKJNEIqGUYnHGnKMD5h6J8wiAnB4CYHz4DkFrUiiRPr3uPSEtPUwN0Gq6OpKGLFzcebCQyYJil7Lew86y6rqvRsXSt/Hp6cquKIUBXo15u67g3Secqq86qWUHVZKMgoj22KsVXV/0uK+QV5xdTtg7oxVRSDIbPnTgFNDUaH3MYONYVgOZShGDGBhPQABowjYVV/WQbu8toN9nqIKAWS07KCwp6w9aN8h2gg3LxAiOPTavkhDd6K95/ck1RwLWe1SQ3viH/XNKPFOxS2a6t8r+ahqe1bByYNz14Ttpqkbh4m0EuQFLAcURWNZodtFz8fV+7gHB/G8Lo1/aem6zrr/JY59/oxwvMor/f0dbelN4glqZ6Tlu/1kUYRxr0expGNPx1HCVIaISURxoggwTE0PaSa20G6JxHGpxzDYYR8QrE/ZEhGDDyz4gieEQxuMCRD6+bzJBUq+erWiGamsKDCshVNZFX/HsaPlDBTFpa3aNKBTTlkYab24WtciVNSxIeqxzKFeKGO0GqiOakQ8FRJkBYLq06OYdb2poHAVvkXKgAJeObKeMQUacLseq4y8nAY4XhfIBY5ONWQEUPCMogohyIUByJBQiV4Yk9MMYY4lYhFhr1TiSJFlhdTAM566gGXnSW1H1ui8i5lSoBeVGTX9x0l5UgqfP5ntUlN74l/nsPlF0VSHusmq1uUzV8JW05SxwcDZPsxgMVu4qyLT03zMt9AFg2m2TyFnybrcRPOJqbZx9TkDBJnU5JTeN01sS+0prSIOynGimSx40hgxGNIwnDMEowR2fiTiaAMxXEWQ2qG66MY12/0kKYUvesc8ZhZq8nFoJIhBZcEgxsEyU0KcWrFEVwSxCMU8ai6iCCsqWRz2DVbSz77AmBdXsX/9tZSvzoWKrTURkchSbnjUkc+WVmIUfZNIYMvScrut0mFGI6vKsmmJKRykC6pKAj9OfvrYZdNE5XfZ307ez2q11D27TzNABmX10JTg/EgwvFAQAj7Hnqy4kRDMoaEZ0ioPUFFGQZRBJEpxFJCyMyq/npO8ectp5G0Y+0uuywll5xatBfB9CNoRpHGonj2lMt2ozgr3oMqUc1/9v07GxKTf2fq2y/TGV8U6+iAt2HEo/krYctJ6rQXgfWiqRs9C20ENYt0wm3ChnObsIoHvI1wFnkZuyK8HzwPrSv7XblR7TLiGPd6NsdbJCxJsZ5z7bEKQY1zS1JpzpEqjvGEI00p0lOGu1wOPpuHj4BLL5AgQU4+UjTO1YwS1TjUdImK0nppc/V5V53fn2a2xHo1l155nX3SVju/uv+QPGx6oqol5Y+lhHVXVq574aarih64JICouvQ0q1pZ5T7CedNjscLYVEFUriXy1ze0Cn1uxKI8PSWIxxTjMbNZ6fv2j6WKYZxHoMRgzCKAAmMuILQCNaYQU4yTGJdObeVm7IkyVRJQ5nj0qbR6HEZwpH1rrUvBC1KyZEWKZ7Egqjkdszby8dupIGPD1LoLdPqoMZX12zrgyyBsE5ve/6Z2tr7eOLsDhBMPXD5CctAvex4dbmCrpdRhfthwrvKGh/s7i+UxD/P2Hf6npnXbiKbLOS/6v4rOgDHFdQ/PTzlXgWQMY25J6pgnLkFshBF6kGC4rvqWlHKOcRZBaYLhqUAqOR642kfv73u4NGY4usoL68mSFJxrz46Dim+VMnPrRqtaId7F56fxoW1kx4dlDaVpd1/oFjRT7r7Qeiiui1s+vFtjfFDtKKnIFG68eGytQJ6R2nmicJvZZdPCisJaykhAJFVCsoRtKvPF2LsXS4KxlpUpiQ7lvurqv9K6IxVrlOa0JGJaXrurzGDSM3ggteOpVE4hDxkGvQzYAxKaYcwjDFmMgZgUmSkUZ0jjCMl4gv1eBKgc2D+x43YGPeDuAYzgGF7agxQcUnCM4x40JUiFs6SIJSdNSGH9hM/4THdf47tFivdLhW4+Uiep7p0973UIf68Ss9qspvaxvt6YnU6t04StJqmR6EGJfvG7a0PYSkhovolVojJT81YB/wCty2Vn9302Amy1pOb1HLFEzDC4F1w3kZRtGBRhGDMBRShGtIcUlqSGumeD6UpYibliGMsIKifFIN3RiONhN+3g3OSWTW1UEUc4krKN77TUfHoslLOKirpKvkR6aeVUZOSinGcJpkZS/WaS8glax/vV51VTG8MRE5tFgcbWMuRRTXEYlW5BWwMLoJpUjgHU/ytAddVFZ7c1AQn63wSqV7eoPClNu/8ssZbXTxRWlCWreATIfllIUjMgGVIktxh4ZnDc41B9jdGYIxaW9Uc9AcUoBLfFEsGAoehDUYpRP4bIbDAtPogR+awUUQbsx5js96E4wzjpIe1FzqVs9yc5L8jJWzyKsmmSmvFONL3jfntNSPG+tJHZWVBvt/z+Vt2edcE4ugMsqc+LffR6e9AdVSIedEaqmGKdhptGEfTqO+zjIrDotei0z6aXas5xFnmZwn2F17XoENSuu4btdWoQmxiWRJBgGCJGqjnGOiry7x2f9ooxUOOUW5Jymcz3Px/h8PM2vdHBNVoIIywh+TFQZfyptAzqbi9HHPtukG0fGN1lB6mOjixReRKqk5RyL6pX6gEBESW61ZI6fkiO0YFtaD3BqMgUFlJ8SsGzMgmuPVdMrScmpNEdRzUpiJjq0gry+/JpoELikv2S4L0r0A7erbr/SndkVapu9xtcn54nLitQCN2W6R6zHYDYWmMy1rhG7fJU+uzpOXRMkHKOAyJAewZxFIMaVwIkFrZCs8xw0OOITjOc7se4frQPGXEM9xKkIoLkHGPRgybEFsiktvyiJxVFnLuPkMqz3MnDAO8FosXvwjMU7qv2vs3a96oIZ91tXNoxOfhWk9RVeoAeKUmqSwPddOEbbwaZtqz8evXPtuN2uckaZKGHYR0ktMjxmo7f1VLqeu7F9XD3wGe+ru9Lg0CCTwkixlmE0SSCVBTHo56t/zRhSFMKpSgmNznEhOKeByIcPWBjUQefD+pBjUnh0ivdWEFsJjyPIO6UDizZjA+B4UM0lLDVaGVsHCH5bbxFY4r4kOwFJKWJVbX1dEFidn4Zr7p5pDDYr47S7XE70FVKihM3EDmStCAWoLS2NAW4sm7ByrXXJXnwjBRkZb+X1o8f2BwSWhLbsU42hx+tZkCvpWmqKwDrLsAwtuaXa1ZahEpQaMYKYYiMNa4BeFATjBIFzjRikUNpinEvwogLgNv0SbRvIBnHIE6hCYVQCmksEKcSo70+rh3uQzFWjLGTzA4A14QgpbaKs3/+NCFQYFNt0NxOXMN7VW5LW/fT6R0iqyOYVRJV/dwnpBv9bDVJpeAw4NDmjCRF2tx/pvH3RZHUeRNU0zGbSarbeemOqfnD+xGWZ6gfU4NAGoZUcyhDITUrXHtpxqByarNHZLTMIKEIehObeqeeQYLLUlJeWE211EKVcwgG7Hqy8hVplTCQsY0reUvKE05o0XgLy1s3tsG389NEQ9P6MAhnyfQ0YlcoUGviMjEAnGtQaqA1AedACrgAf7kPEmlE3EBOXLqhekxKW0Ky1pAlKn/OvMhkowFQZ2UBiCw52RpRpHBV2mS7pGJFtikW7e9qpgrA7aNfWpg0t/Ewn+vPF1EUqc1OITlFKp2YImMQjIMTjZS7DBXUDu7mPEcqIpvpwhVOTHvWcpKcF4PAJWNIKYcmFCnhUISVJAUC1UAq8zpus0mKtLZpC3f0zoi1kpS5A0jqhuqDZ8l63H0NxOXLBHTdx0VgLe6+BnKZ21PsSEj1fVXcfcG1Dr/7l1iDWGLKOWTOMExF4dobnXLIjOH42Lr2slNbSbeXEQxu2sG6B1+gGFz30vIw3RHKulAVF18okTaFTNrLzNN9g/ElO3kLanhXjnTPEpCM/Vi4wJJy5OStG+qTmlAg6ufgPBCzaCB3hHR0mOFgkLn5pEgXxJmBzCjiWENrFMQMoBhfaokMUIogTasuF3+MHMCpItA5AVOly5C7fcUJg0g1qLa1tGwVXmvhiNiSho8zxSM/+JcUlqm/pqXEvby2pWS+dAF69Z8nuOQmgRK0cJPKvoES3IpVJhTX45LElaaQPVbk+otZBkSApLYeVawyO45KSoziGNcG+zbHY9R3Y+w4UhJBgSJFVCEmbex3AMUzWVzLDu9AQUxmNkE1voMt+2/rdC+KVe2nDfJOKHp4qjiinE/d6FmoX/hZZDO1rm8oyWosKb/dRltStWvado0XeSHnoU5UfqofTxtSuPeUJo3590KCisfW9eXHQZUWVNWaCq2nusy8OD6rTkr4htIUsZLi07ntSkvKkRQvyYn1NCJnAWkNRNwgjvOpxAVaW7KJezlikRfXghIDzqwVRYmVZnsVsFKBwosacG6vp6pVjtXOStPaEx+x+4kIJpyAODektfacJeVz7Glb1NDPl6mXwxOEA5u5tISjA4GIRXvZEJpbktPM3hvNw0HUBKJfWlQiJVARQZra/5z2GVLJwKkucv2NmUBMlS2eyCNoQiCUdZ2mwg5jkJRjTIUtrgiOMSJoUKSwVnvYUVKGThHLvPdhykIyATkFZNf1/Zu6ZhtKVOH5Z+oOsKQ+ffMANB8Uv896A9vT1DX07tfcy1g1FrFsFt1e6zkv5BKXKrwXtuGtXnelKbQmUJo4QQTFcBQVbr3TWxxcEVtaw5FSfEJtmiM3SPfoAYbDz1Kn5Cutp/ogVaAkFk9K3oLyIgnZN7j2CCsLH13WuHZFQfY0ju9ShUXkLRjm/tNeME9EeZFGUWsCzmzRvyZypsTgcG+Cg7g6EpdTbbMv5AzjjENpilRyKHd//L44M3Y95xat7F+7xlcDKqcF2SllG2JvlaUpw0nq7oGzuPZuMSS3GMSE4uALDDwDBjdYoZiUfes+9AOi61arlbQ3uQBLQUXpMnRiEZf3zw5etp2N8QHDgzlBmmh8ZswwPIgw2FOQiiEWCmpAMYoEBlRi3I8Qa4XjXoI4zzDiMa7xASQYjtFHari11p1LOc1teEFpWhCLnVAhmVmovy8Vcgo6F037mveuzQKl59tmhc9u0zXJb3X7L1tNUp95MAEd7wU9wA6WVMONart59V5sJVayhhvuYwnrwln33WpFdRx+0fX4lU4BDToGwXyV25tjSakqiIjHFJdHtpG0iWFpoUbjmXUVcUlw+FmCgwfLRrBNWg5U3Xt2/JP9Pj40GD5EQ/YNrj8sx/CuHMOjHF+4R0L0NO45kkj6yhID08Uz5S0fzjQoAQTPi/uvDQFnGkmkGkkKAI7iUxywagpzTlzGBcMqA5eVCSwpYsCJrXKrNC2si3oDaxti587KadEp8I1xKjnSCYM2gMwYtAZGI44bYw5zSpEmka22u2csSZ1QyL7tHNgSHXDJea0LMB6Vlpa/F0ApqJiGKSXqt1x1X2nHuKV7dpmMNY5HDLcOOI4PcusG7eWQimGY9DCIJMYigqA5Dukp4ijDCD1cM3uQmuE4iwtX8lhacvKxzpDMC3Lx7dCcpqHpPfD7s98xs03r8r6tKjnFqtu58P/o0R0gQdeaAMHDYec1r+tvWv2mzyaG2kWsJIRd8GTnoGig1khSdYSk09YYTm3T8L8XPefF1jflda8d277MKFxkPuBfkU8Hg029XHpVmM4wYYp5Nlu3mwgKYQNQJd1ymbMWXaHYeRZ7GKerzPMTqX7Wt2tzo1b2RwgAd27GnpvOSbXToN1vSopSGhn1cTdSfDZfPxRjw7wrL1w2715RVVpW9j4Hg4PD50ATZMVzQkqCMaX4wU5VN17xPZx0SeJ1gqpYQDOe8Ubicfvzy2e1afPeH9uWzFylEyg9e8d2FbhNSKrLutXfbaRVLm8iL/9yns195l/yyj4qJatK98xZ3XTz4GMcjYHZBQlpmQe66b74/ZT3wEydo643On4bT0oNhNTWO6/Hn6bOsZZWqP7d//YZEbQjpHKqxTIrlmIDYdD2WFyxXY18wnlTZBUORic1AnPPWN01Ux6bVM6DEuJq6Zni/liyKsnWUEvWPhlsdTIoUzV5gUTzdffXvsmyDaXsYf4/oHrvC6ViXrd2SJWQSI2wGlx5pfXUTFBVYllMWNRkPYXvxiLv1uqIZb3uwa5EuuUkBWCOaVyHbyDCC9Rk0tqXr/24ZzGDu8q4Vy2UaLs+Z3XXrdLdF17b8B7Ur7kXAxQNhiaIstCSIoFFVSUo+znLldRwXoF8uv69JKeyIQ6tI6+6q8TWqAGvEZQ1GMvvnOqZlhQnLkuJF074MWUNRAQEMSmiC5VkuNzvxzfO5XYoiIgzXbgjVU7AuRVKKJTWIvUlNTwpOeIO5wGkvFZeou4EFV2sKH8PveqvvJ+m8TsJiMW7MUOLyav1FBiUoYUYIrSgPBGpnFQISuU1cpkbk2qaRyrkNIvwzsvdV3RAVojwv5i820luNUld/3wMdisuftOOPYj62JPqsvbtfNG14nhBA9qELg+Kt2S64iLy2uoW1RXp0ik4w/n6e1G/7v6ciCbFgNS+l5an9nd8YgURgxu0UknXxj8I+ARIbs6ORYXjoIoBu/v2c3SXzUI+vmRw7eG5HUx6JcPx3QrsUoZ7HzKBiDTuvpQi6WXg1FRIhxJTZO2mxEDQvGI5U2KQ0KxVOHFExjhAame60+bGko8kDGMqoEHsOB9YVvWWl0AOCg0JXowdKvbfoFqbarRBivFo2hBI9zlMBMapVVYexxo3JcV4wJFc0khuWbm4OLX1osQlGyNM+mV9LquyLEnKC1i4LDO5e4T5E6ny2SlsJV9x6uKHMS2eh2TEcE0DpG8fyFRyDGIBtW/rUY24QMIyDFUP19IEMqdFjkep7Hg7rQnSiZX0h52j8HtxHedZUnUXnnv2iLP8gOb27Czu6lkW60XAjCfzV8ISJPXe974XP/mTP4kPf/jD+OxnP4vf/u3fxnOf+9zywMbgh37oh/DLv/zLOD4+xlOf+lS84Q1vwKMf/ehinevXr+OlL30pfvd3fxeUUnzLt3wLfvZnfxaDwaDhiO2463MctB8VN7PLDWy7UTOJi02vp1lLDzcnrctWsf68fa0Ds8i/60vTtQPhEd4PnxC1vj+fCSEe2wSkg2NWSMt9JvPkZiAvn5QNIc3Lirpt5BQq+Xw+vnRgoHrA6EjbMVEHbixUonH9oRn6lzMcHma4+zBFLHLcvXeKhGclISEgKSd04Kgu8wO8E0jwwA/s3VIUBkd6jIO8mqCTa12k/BmxXjH4VBIeDEDXFTKThFcs9tD15TMpKNBCfKFgySrl3CredElgcaQw6kVIJS/Gax1zjet9jjSxBQxFakUO8QlFPCIuM4V1AZbFD6tJagHA18SqWsIovutTFMvFGNDMkqLPjhGfaDdWTeMa11CKYOyypwueI405Ep5hKHu4NoqhcorjW6IYCD4ec2hthTomo1MxL6aBKMxL2MXaqawf/K/gXWl7v2a9T7PaskWxamKr5HI8jfC5DtssTFInJyd43OMehxe+8IX45//8n08tf81rXoPXve51eNOb3oRHPvKReNWrXoVnPvOZ+PjHP444tlbP8573PHz2s5/FO9/5TmRZhhe84AV48YtfjLe+9a0LnQvPCCgnnW6qR5slMsuCqviGZ8SyCrnyAg0yzVfnQ16lKKCy3wshqeC7nr4/IUn5bN0+q7ef6rn26pM9/xkve5NbL8jObb+X2SRMT0MIq9gTXBeScE9QgtiDhm43QXJQmMK68cF7jtzNq1lSjlC4ySHyvJLDjZvcJePlEDSHggEnFDAux58vOmg0uMkBikrOuPAYnijtJ7NWHghgAE1IQbCUGVBtoAwFpwaCa2iTg3PnFuQGMtJQ3I2xym2CW5sSiri0UGX9q4o7taF1mtWhq99fLn0mdwOe2e+aUZwoSzwiopDObay0zViitFUzyozaTzfWzltPJqPgKkgH5VNF6WbSmYVKXLSFpOrrdcEqO6ur9txUSEqtSYL+rGc9C8961rMalxlj8NrXvhavfOUr8ZznPAcA8OY3vxn33HMP3va2t+H+++/HX/zFX+Ad73gHPvjBD+JJT3oSAOD1r389nv3sZ+OnfuqncOXKlc7nEp9SUEPP3Djbl2JWYxX06osyz2c75jqwLpICZvcMu74Ui8V/gkaTmalaNP58fGqjsu4TgUi9G6+s/8QnpbuvXg+qemwzTU7cD9Yt0x75ek7pnkaa2Cl2WQ6SWCEWCjHPXfG9rGzUA1Ueh4aACkjKFATBoZEY2UpSiZaI86yyjGtLUpy5TAuUWssqLNcAU5AUN7qM/9WSmmqQIv2PQl7GbNw8H1/Txib51YZAReVxkji31lRi5drjnCBNcpvQNSWg2soYuaSVPH12rFPQiai5/uw65br2013PCcBdVd8i7+IpEEeWnOIxBdUGwxOGVGhwbpBKe+5eYj6WUZGIOE3tmDs/IJxqIDmlFVIKrakm0pmF6vrh/IbyKRegslulRda4/3RNJDULn/zkJ3H16lXcd999xbxLly7hyU9+Mt7//vfj/vvvx/vf/34cHh4WBAUA9913Hyil+MAHPoB/9s/+2dR+J5MJJpPSfzkcDgEALCNgrHvwO0RdDdS4Dq26GMLt9JpLK58F63D7zbrGZ3mB6vvVrHo/NC0D63a5a5B8Vm5vObm6ST5FjyUo18BNyhe/rgprQ7NAwhSWlLWmyrx7KrIDc+14KAPBSgvKT4UlVcSGVCF28J9hFhLvlqucl7NwRJ5D5NZC0oSAGgOu86LQHTc5oAFBFPxrXhzXFQHU1FlUQCHk8tnlNSmtpvqxLVlRcOiS1AiBoDkktRnIObNpmTi31qVS3pJyyXYzE2Sj8Iq/6eseXv9yYPX0vavf1+pkc/1ZS8pVLlbEWkluMLPqUShtxSAqJ5AZKywopUhhPVnLbJqc6iGHrrHYaukSv21z+GJd7vw6imEUaz5enl0ASV29ehUAcM8991Tm33PPPcWyq1ev4qEPfWj1JDjH0dFRsU4dr371q/EjP/IjU/MPrjNEvGSbRZVai65Tj5NsMi7C9bfqYxeNVMN19w2DF0TwjBSDdH0VXRt3qiaPBabLbQDVarWFK8+VihhfAmRi60KF2c1Hh3bg7vWHZmB7Ob74rgmODiY46Evc3R8jpgp383ERWxLwJGVbMG40hMlBi09TxIO40UjySWv9n6PTExyc1mJSeQ6qja1/FEVQjBWlJTwsmWlQo6GoXR7ut7SoaKVml8/8rYitnZQSiZRwlwWcQoFBEGs5jpWtjisVA2cG4zjHKOa4DuBkQqEiY8UtYwoZ2zhiGa8iAKx3xJf4aKoAHFpbtkiiKbJS0BzOlVjeb5HSQkwhewZDDdzcY6DUQAgNmTEkscLolOPaF3qVweH7E4J4zOw5TZwrObCcfF7D6rCGxb0LU0TXFo/qsO9VxbnXCSVvo1Idr3jFK/Dyl7+8+D0cDvHwhz8cezcoBA9ewDMIJ4rls2JTbLtIala26bPte4GY2wrUfU3XveghZyUheZLisiy3EY9Ca6rqOip75tXxPEpYF5/PLiETq+RLB1YooYTB6DDH6FBjdClH75JCkigc7GU46EscxhMc8hQxVTjEKRIjHSG52JApY0PeqimsG1ejiGuNJGsnqcOTExyctJNUUUnWkVVxP4yx6zmBReqKBE6RFAlIirKihpKfl9IIKY0Kq0rBNfgkhyC5Tf6b2+NypsGdWEFKiiEAFbEil6HPZh6fWILy6ZFCcvLpk4r/Ws0IBS85L0QxAo7wymUyBsSpQbrnzivLcRxFEEJDa2ILYZ5wDG9GYC6llpjQIicgz4grT1K1nur1scJnqwum3Jf1sYNLvbursYLWKZxQ8gIk6Pfeey8A4HOf+xwe9rCHFfM/97nP4fGPf3yxzoMPPljZTimF69evF9vX0ev10Ov1puaLCSA6moxdMasH4vOF2e8rPezKEbpGwt+r3He3dZe7P1Vimr7uJeGQINYUqviCdQKCqvdSmwjKW1BldV0Ek49HlbGoS4lCHGskPYUkUkUcKkaGxEgkWhZxIGpMQFJW/ECNtrEknVt3GyHgOkecZeB5ebF9mXJqDGKZIZa13H1Kg2pdbKOcl0H5ysbuUyhVkJknxvoxAEByZylRXRb4c1VoKTPFtpJwaJJba4sQgAKpL48R8UK6nrgchlJSpK6BFxOv+vNuXFOo8uxvfx8IaPDOqSLXX4O7LOiI2GfCkpdILbF4WbpmwPhUI80JhHDS9JShd0qLoQ1hSRevFAzdiP4c7XEXU/c1nXd9P+H888ba27iLcPc98pGPxL333ot3vetdBSkNh0N84AMfwH/4D/8BAPCUpzwFx8fH+PCHP4wnPvGJAIB3v/vd0FrjyU9+8kLH27tBEfHu8nOP2Re/Lkeub7v5ZvSqMY9o1vMSVQUq9eseNhCepHwl3aZyG/UYhd9nKDMPBRKa2dIb1t2nrSW1ZzC6nNsSHJdzDC8r9C4pHB5kiHs5jpIUR71THPIURxgjNhmO1AkSJQsSKqoNuxiSt2qEUhXCoMYgSWe4+26OMBjVLCllLSnFGUSirCXVEwVZAShIjGpj3YE95+4LXIKaEGhKKmXS/Xe7jNpaSy6DuKSWzDjXEDRHSjjAAWmcxJsJCJ5ba8Wp6cZCI+0zHFNf7t5aUr6WFM/KYoleTGHvu/uvE/9sVAsn+sq/YlxaXt7yGVy3svSD2FtSxMUTNYaaIO3nMLc4Dp0FNTgORDnOgqpXI7bP4GIWVNM6bWR7OyNbl7pvNBrhr//6r4vfn/zkJ/HRj34UR0dHeMQjHoGXvexl+LEf+zE8+tGPLiToV65cKcZSfdmXfRm+4Ru+AS960Yvwi7/4i8iyDC95yUtw//33L6TsA1yPaco0rqrC2rabhVlusnqvvuu+6pZNfd+ziHMTHtZlz+Es514Nljf3Lr3UPLSkaI6pchttQolQwVeVl3uRhKkM5i3k05FB7rKYc66tWIDaRlqQHAIKwknCRe5ceu4TKN1uFZLSVsWoCQHPtVsejJMK5eYqh5DVyrxc5aBufSEVFKcQ1LsYy/0IaY8FYT0RmlLAbecJCjmK8/HWX0hSilKI3FpWgLLCCa0gXMzKu/wEzSGYrZArInsDRKRtzEhRTCIDwJYykbG1dryYwt4vUtwDL6CheXm/wmfBfi/HHYb33VvXdjyWtY5UpMuCiRONCbWDwsWEFpL1UpTjhRNlR6dJhHMWpWsbOZ2XYKKOdXfIu7YNC5PUhz70ITzjGc8ofvtY0fOf/3y88Y1vxPd93/fh5OQEL37xi3F8fIynPe1peMc73lGMkQKAt7zlLXjJS16Cr//6ry8G877uda9b9FTQHxKIeuNVeW+nb27T2IsmtA763XA33zrQ9WFaNZnOypUX9qh9AxJmIKgXLLTbTFvJnnyK+FPflEUMBzYH3fjAWGtqT2N4Vw7Z07h1qHBwKcPhpQyHexJJL8OhSHHIUhziFIfqFLHOcDgZI5ETS1auZpF3u/FcO3LS4Lku5mtKQbVGcjqxZBKes5PiHwzH6B2P7UxGgNwAWgNZjl4vguhnUBGDFNG0JeUsLik4pODFMcNjaEqhOLWxKc6gmBtPxJitZKsU0igqLC1NCGjPKhJTmkEzUlhURXb2PoWMmBs/ZVV/x7DFF4e6LGXvXWs2a4iBzSJh40r+3nNJCmFFvXCiv++hUhAgRXwy6RP47BRKMMiJG1s20UhGDINjW3dscIMWVpQ4de7J0+4EtUxcqmm7apt2niCd28uuCP+L7Ei+C5/C05/+dBjTzrCEEPzoj/4ofvRHf7R1naOjo4UH7jaBTwCxaIBQNs/u2mtYF0kVOcgu7IGcj+WtqcV7gvNEKmHDEBKSjz9Va0I1H78+DsqKJFCUPvc9eF+8MN2zJd1lTyPu50iSHHEvR9LLbCyKZkggbRwqt+OYEjlBIiV4nkNkNeGEsvOo0UU8yZMF1RpxmoGrMCZV/o/eyQQ4rT3MWW4tIm1AAETOYvIkVZBjloNoA65ycJVPEZT9dCRFHUnxkKTseCN/voq69Xy8ChopjSwxEW7l5SBIogicmsLlBwBJoiAlxa1+6YJL97RTzGlwQSBSU6gv/b3096v6fBiUme+9+KK8PLJvP8UpQSxcmY8TR1aRfVbisa875sfclYrR8Flry3zRBW3veBdrbJmwRpMXpzNa2stVoC3dWh1boe5rA5dkhX+guyhiLUS1xofhLDiLdXQ2y4p0sqRCa6lJIDELXmbuBRKq54UR9nc6MFARkO7ZYoZWKJEj7WtcSnIkfYVBPyvEEgMqkSBDoiUSJRGrDImUSNJJlaScdcTzvLBqrAvONvqaEnCVI05loyVFtbEENW4hqcxfHAKWG7AovJBuuTZgPY44dCc6a6m0pJzwwpGUPTdVWHreBeitKxUIOzxJpS5eBQakEYdkDDJILKoUdWIKhVPKSpKS9hx4ZhCPCNKBKcgH8KmqSGVQdt0aCXMAah7ELk9ttgvNgHRgqwvbMVw252MYh6rnffRWe+UZbBgYvmjHbJYlNW/+MmgLVZynp0h3/D9bTVLxCSDo4jfvLDfiTnT3eWySyqhCUg3jn2b1SsPEsekgTBxbSs2VAMYH2iaTvWyl5uP9HKeHVsl3eEnicCBxuDfBYS9FQjMc4hRH+QkOshSHpyeIswyHt04sSamSkAqSKubpwroBAEOJ/X4qS8IBAEZRXIrrJ8DNqnAC0pIPYm63YxToccCTlCc8T2YRA4kj+HpdLDwGJehFDKAUhlNoRgvy0pQgjQXSOCsFFo48hVIY93qFoAIcLk4noCKbekgbAuFSR9nxVKWYYogy1VU8NkU8yLoAS5GEOCWQN9vjjqVLrppBhOY2wbB/dlREoYS1umTf5hS0bj4guUndGLtSuBEODK8/h23PaFdME91i228byJ1QqoPkADWLu8j8+qv2t96uWNfL0nTfmu5J3W0TnlOp4KpPs3uy1Xx8pkEgYYpPGWvI2Pa2hbCxFBHZRlYwjZgqxFRZsYTOIbRCnGUQSkFkCkKqCkkBZWyoICeV27gSI9amzw0wUYWgAUBJPLm2y1JVEEyxPPc1qaiNVfma9B7OHVjslwVjVSgpjwHAFY4C0QyMMzAAuSM8T1aaUlBuijiVYhSKMcQqswRlFIRhiAm1GTcoEDNlE9NyMiWmED0NGWsbM9KkiBOqCC5FUpngWYkyKW15T9tl6aFLmAufocTmDrTZKFAO/PbDGbwYR5WxsHB/4TFCnJmgNtjtvyp0lelvdTMtTgFBlmtENcOZXGzbZlFtYq9sGXdD3c8eNhZN41XK7crM5j4TQbpvy7/LvsHoKMjHN7CEND6wDebx3QqjgxxsL8fdR9LKzfcnOEpSHPZS3M1sVom7sxPcnd7CQXqKo+EIsZQ4PD5BMp6AZbklIqAkEpWXVs0kaJU8sYxllaSAkqSOT4EbNUsqd+QjGLCX2XVPpP2dB0QVWFKIo2DfpDwGYJdTYn+774xRgBLsJQKJ4NDMugULF2W/h6QnQY2B5Bw81oijDGMqrMuPcHChETOFMY8gmIbMKSg1SPoMnJsiM0Xa10U6Iiv9Li0Ym6fROCu6XsTSBGRSlaVrBsTCzrNKQAqbKolCxrbU/eC6taB8SRdPVNVnzH2Gt23pmG23ebcbZkgbKthqkuIS4EuqM5d9CNYxOHbTcZ7/te1YTeQUbjNbIFEtvREO3PUxKE9MdjyUlUSP9+1n2tdge1YoMUgURKQx6GXFoN0EEgkkBipFkkkM0hRJOkGcSgxunYKcZiUhASXxZHkRHyqIwxNEri3B1HNEestpOLHLQ+TaklHmSEkwu98wJhVaUhGrWk7h/j0xAXY/nqz8pzYgvRyMUhvz8laVc2dKziEjXqZkioCEykJMAQZQ+OzpDDK2tbNUQjEeW7JKXbmPeF8j3bP79fc9HdCis9GUQb1yyQKi8taSVesZxC59UugKjEd+3F1VlEPz6fhTl1hSF5yngnaZYTDrQNf8tVtNUjSvejvO65jA9llSwHYTa93l17VxqGeUqKY9MkUWiXTPuvzSPV2Q03iQ2/FQBzkOBgpJ4jKcRzkGQmLAJQZMYmAmSLTEQE4KghqMUgiZgZxMrEWUBSQVxoZkbsUMPp7kSSDLgdOsnaRGE7s8hMxrnwoQ3JIMUJJjaHFlrEpS4TGEW5aSch9RsK/MxbMiu15CfVofDRlxCKUgg6KKKY0giU1CS4ktZKkMhaQMMrfzVE4xGDAoRUEpg1Ia41OK8QEtYkFUk8LiDeuEyaS0dJrKzhcWdzEQmED1qgmMxWkpbfeuv3rcM9xX/fuyWDVJLTPu8rzbhzuGpPiKU9h3laJvc4N/njjLQMTpLBPd9x+KI/xnkV0igcso4bJJBJkkxvtWxSdjjdFBjpwbHB1kONjPMEgUDvcmiHmOwyjFET+1Ygk1RpJPcDg+weGtExyMxji4eWItqBvj0m0Xxoy8RSPz6jLvcsuNJaEmdx9gLambaTkv19U4k8ztvvpRuU+/X29xCVZaSU3H8CTFalYUIzYeFvOKK5DkGntKQ8gImlJIYZV9IlbgWkNRWogpYqogiKhkphi7ZLc2EzmFEBxKEVxTFKMRKwgKsNLxwQ0SKPbssxCmxWrKRlGu65+DcoCwd/EVltRpGIuqPoPrFDmsYvDuNrRPecfhQ9tNUmuosdL1AdnG9Ej1KsCzsnNc1Cj3WefQdu5tqAbUyzFRpUUViCWCTBIy1kVGCdELhRK5VaWx3CrWXGFCoZUtnREIJYhUpYtP5lVLypOJt55yZ0nVScq7ACt/ypTbFpZR3UJCSVKeVDxCkvKoDYivWG/MnZP/1AbIg/0WQg1i42pRhoiSIhuGyBQUYxBcVcQUylDEhCImrp4WzaEYtdc40qAUUHkOSqjNUt7TlRpOKirdfHV3X9XtVyWqpmwU/jeXpJqpRE2vsy5y2oT3bVOx1SR1kdjWh6rtvLfh/8xX7E3HnrwF5cdDFWqxHjC+ZEtuyLjMJDG6lON0LwePrAXFucHhgSyyShzFp0hYhiN6iiOc4FCd4ig9QSInOLx1gsObJzi4eQJcG9lG+wsnZWxJ1khHBsTll4UxqdOaui90y91MgVtNMSltXXw9ZUnkNLO//fJivcCSCuGPERJc3ZoCrIXWd+4+b3FlOZBmQCJwCUDW46BaQ+wpCGVTJ0luk9rGPENMM1Bmy9h764rCFVJUDLFgkBmDygmuphQ6JyCuGm48drn1YpvWyCaltS5BLqruujpR2XL14XNj5/tcgd6CqhRfrBHUNrwvtwt2JLXDbYkKUfWmf5eZJHQlk4Ts6cJ6il112aRnK+0mkULCMsRUWbGEzhDrDHEmEWcZklMrliCnmZOIZ5agUmVJKMy1F1pQQLMlVSc1BK3kaVbdn98mXJ8H+yrWCayo0EUIOILKy+9tRBXCk5N3+/nliUSkDWKRFXL1ZGIHNfvEtBrUEhUxiIkCKCA5Q8wFuAtYcGoQ9zji2BZR1NqWcZc9OywAAGTqS9BXc/z5yVpZIVGh+PTqvFC9Nytr/o6czh87ktrhtkCTQKKaUcK693zGcyWqqY58Jgm2l2MwUODcIIlziChH0lMYCKfmYxkSkhWpjwaZFUvEMkMynth0RaMUuJVakkmVFTl4Swqouuc8EXmCCS2pKZIKMMmtpVVHsS9HeMpMS2AnARF5wmIEFRKskFPgMgy/e6GHt9S8lZVr+5+zHAkvs1ikPQGea0ie2qS1kS1tL2kpppCUYRBJSGfqKE2QxBGSRBUEpTUw3udusDVx2SlQFLsETJFrLxTcNClCuaxmPmjKmm/X35HTRWFHUjtsNea5+CwhlWmPfOJYJQzGlwxGl3KkicbJfo64bwkq6du4yCDJIHiOg1jiQEyQsAwHZIIEEgd5ioPsFAeTUwxOnaLv1ikwPLUN9HBiLalhCoxk1WryqBNU3ZKaNJCUJ7HTbHp/uQaUBjgtCa++T7+e31cTCfpj8AYLyn+XuXX3AYBwrkUfs9oT1qpKGQij2HN5/hRnkBG3Y6qK+lk2M4WKKDjRlsw4d9J0DaUp0oRjtMctQRlLUg/s506FSVwZepvZPB5Zq0rWSnuE1lRZ5qV8doCqSKLroPDzwkXEwDflv98WJLXMDdyUG3Ano+m+nU0NGIgleDkvXO6Pqxmgqbe+rByaUrjJgFIDzjQogZVLEwMKA47cfhqbu45qXYwNIt6FV0ym+h2out7C34WrLnCnNbnj6iKJEKr2O9dW5ICai644rl8eIDwGZ8E5BaQHDYAFROjWCf+vNqVL012f6qSLEiB+4iQHR27JCsR+EmKvvdcrawDUFl3098/f27poom3cVB1NFtZFYxOEWes+B22MvZ9zsNUkpamBJstdyGVvwJ1Mbufx4nQlrllZ0qfHRZmg2q6pzneKPh7UhuLMEhSnpqgTxYmtFcWh7WRyiNxKq0Vm0x4Vaj4/haq9uiVVt6BybV1z/q1VDSq8PA+sIj1NSkBJIhX1XZ28TJVYqlev/DqBs6D8uv74tPwvzAkwchdzE8zF39xydy3KjOvEJtZ1xRe51gBUofjzZT0A2IS1hhSKP6UowAy0ATh3SWE1KXLveSu6XqajLZkqULoDp2NP5/+ubwIxbSK2mqQuAqWEdfvIaltfgi7S82npcft+vPVUNGKF9RRaUoFFRTUoTDAFVoDWoMZaU7amk5m2mupihRBFiqTaZxumSKVlmSch1rA8PIcwDhauE5JhaEkV/4egsKa8JD2wnKDdfPedunpZVIfXzRQuP2qC60vK75zqwpLlXENrAmgCSgNrmLp76lMOMgNfJFNzAHL2c7EJ2NZ38zyw1SSlGbCGoVIF5mUy2MFinQ1A/R7Ur/sssURoRcm+KWNTwlaBlbFBmljp+X5s1XyxsJOIcsSRsglkmU0gGxOFGBlirRDnpapPSIU4lcAks3GoNLOiBv8pA6sqhI87AVWlnneheSsshCePpmWFKzCYJ4NtwuPmumoF1Y+Rwy4HAKaB3FoxUyKMMO4lGEBdFoxU2flpZrOtRwxxmoFqg7gXlWXoo6iQpGtCELMIMVFQsIpAZShibu+Jyq1lBQBxbJWYAIWM3WffOCm6t66mE9A2DfC131F8LuruW3VbsOmEuiroBiO/CVtNUh5nuamziWj5/e4wja7Xc5F8YlMkVSsDH6r7fDFDGQfy874G6TuC6rlJKAiuEXNb+jymtqBhjKyUnasMcZYhlhniNLMkNXZT6gkqK11fdZIq3HnBwF4PZuaTlGogPaAqmMhzoIcqafltPepJlj1B+fMICYtpR3qB5eXnM1pN0+SzZUwUwCRACeK+tMUcY1HK0jmH5Bxx7kiKZkiItMUSC5JSjqTseWtDEMc5vpBoaGaQ7llLTwlbdqOoNZXbTOk+rVFb3s26mq/bQPHZxHTWtuNOaHu0AZDNXW37SWpdD8MmBE+3Dat6sc6SxLfu8vOuvabf3j3k3XqUOldTKJYgpuLqA1AN+OvSjVVkagjJpy6caHLntVlEbfAS85nrOOLwar/GY9ZcfX5+PUNFqA5kxJ0fC87VuQPDc/Juz1BI4RBes+J7eE1Jg+uPGFBCnOrd3z+r5AO6uXtnoZ4bcllsyj5uJ2w1Sa3zZu7Iq8RFvTRtCWXDZU2KvnJ+09ipsjS8ZkDODSIfgyIoVH1WOKGLQL5V9lnBBIWVT/M8B89tXSjqG+Mi1VHYSIfCCNQIrEEg4dGk4GtS6hXrN6j7GGtQ/dVjVwHCsVOFL4ZWv/vxV4U7ENOElGsU9ancb5bl4K44or12eans005MYfJCRckJA0zZYeBMOwk6Aec2FqWcgIJnCNSazZNHdWBvNVXYPDSte57EtIpjtXkqNrVt22qSqmNRuelZjrGpN3QWtrmHNkuh5Zf7z2oMwn83jQ0W4MQSJLSkyqlYx/fsgx4/YK0CAFZ+rhtIKMRcC6kmTpi13qx1PDkB05ZRZT0z3QLUhRRt24WCicp5B6TLgutRFHs0xTUDUL2WqAtU3HwvQQ94khIDE1pSgXiiqdOyrVjHO9u2z7N0zLu0i1Mq3I59g62+jcsIJxa56bt4VTecl3Bi3ss1RUrcfpYZ0E3lU0UGPAql58HkCKuwpuDk50aX8uncVtot5Oe5LrOZF9LzFisKmLa0ppbXZOZ+kG59vRCFS67mpqus47b17sAQ4TEKq03XvsMSlArk6dDT/ycn9jrExl4XlYNSAq60nXJ7HTXxg3vd9XXH4LDjpDixVq0mJLCkNHhkoJSTouf+vpaWciU9Ep8Vk5oWUHTBoo39Wfd7UVjkfNZx7ltNUnWs2pLaufwu/oVpa1jqxDTLzVOxolxPuxwfZTNu27FRbvIERUp3n3f1+YkaUzSy3BOT/6wM6NVVkURTHr36fE8ydQJpc9uF2cj9fO+Cq8edwsHAnmBCS6t+jMoAXlTXD+NRoNP/x0vyZQ70LIETSosxU1zlAUnl4Jra6+uUGxx5MaiXU+PGBxs3wNe6ZiX3g3ptZvQu7r5lMW9s3tn2vdj8TcCs2npNbeQdaUl5rILplyGvRW9S275WQZybjkXPu42UuhzH95zD7aYJy/Wcg/FQ3t0HtAsnmgQTxI8LAqqEU4lLtcWd2gbkNnyvCxqavof7bSKnJswq29Hk/ityA7rlPjPFVKYNUh7Xu0PddQrHl9UzTzSKJwrXq6sL5e+Xt56oQdgZ8bD3uRRXLNvBXDVBzdpmW97x8/oPW01SdXffWSyprhe1qzz6ok3kVeO8z3EqbjRHOBHWiarHn6y7z1pO3oqyn87Nx02ZZcLXi3I1oworyrv6TF4G+Z1oYirThAzGRtUb7hBTKZHQvLzt99T6gRuv+B2KHhqOi/o24THC7RrcfV6q7TNThKRc1M4y1WtDibOimHP5BVkoKLPXFRowsMIJqNLdZ0gxcWbvm9be3Ve6+ZRE5f7X45RtZLVI7KX+fda8rlj1/laBVXqNdpbUAuue5cKfdftNwjxlz3m+IPMCr8tc99BimnIPUjsRYMqCClEP5E9bUoGlMI9EPJoyUQDNcvGQvLpaRvOO67dv2t880UR9fxXrrs2lGZyrnr52pTWly2weJBBOOGtKG1LeJ2cBAygzTdCqtRNaUX7eut7ddbj7LpqgNuUctp6kVm1qL6NkuR3cfZuy31nE2eq3D6wov15Tj7f8NMVnFDR2dWVfOU7HNp5AfYyUKdMheYSpkULBRLh8FjxRNebl0+2Zy6fW7SCcaNyuRd0XDhIuhBkz9ukl6PWxYxGz1wworx9DofADUCUnVO+JzzhhFX/23nlXH9Acf1rkGexemXu5/XfZZhOIYZOw1SS1jps5z83U9fi3m7tvFtZJcMtYT+V3M5OggICgqCnKIVUJKrSgAul06KvQetpiCDFrLBQwreLz3xtdgLr5e32dRSyitu09ITWW//DrzhBneITXKi+tJwBVy7QiR68SFVC1csv7BuRARXoO+HtPGmOTTZg1XuosaY9W/W4sRrjlNtvs/TnDk3xnYNsJZN1Y9/WZ1xG4iPsT9vp3qGEWUXtimmMJhp2BTcQiIp517bvrvuaR86qPuQ5stSV1XpgXL7lTsekPdxvCuBRge+MedIa3x1tUxW+f/XwZLBNT2nR0jck50EDpB9QG9praYOpaTAooralNxEVaUMvsY158+iJxW5HUWdR9O8zHJpHSYu7U6XhF0fEI41H12FTN5RdiqrcfFvmbpegDqmOV1klWbfn56us0ZaSou/wat52xb59xokE4AdQIitFW6zS87mFMKkToyvVjptaBLuKG20Hdt0jIo77NQhknOj76W01SXqG1SPqTcF2q2tdr3HbLfbvLYm0xp4b71nRPmq570TDxsCxHtTSHZmWJDhmbosihjG0GdNnTuCy0Lc3BNQTPbcZtpiCozX7OiYZADmHyIPu5hMgUhFQQMrOZvtMg43k4+Xx+TTGpMBbVlruvDbPW90lg21Ishbn5Krn66ggG8PqChz4+JVGW+WDEZUMPSs37DO0yB6K8LGGSaxCpIBiF4gwiszdcKGWzoPMIcaSgXFVeSZgtkcJURYIeRzni2B5jLOzDIHu2VAfPbCZ0mpfPBECgemU29DB/n8es4przRDltv7tiaj8b1DIv277OXfeOICk+HTDtgiKguNX//nyxzmu1lO8+CIhXxkdVSKscF1VU4S2q8QI5NxBurJTgOUQtqWxBUFAQWkHkthqvUCogKUdQlXFSwRipkKDqZKHCgb9zRBJNaBVimJKo2sLObWOoPOqJZpsSzxaNuk+L5P5PWJlX5oAIrg0ATBQYZ+X1AyAyBcUYuM4htAIod5+AIAqC5LbGlEuNJHhux7ZxA9HTyDQpsojYcXCmKNGiGak9J+5fNBBViFkW+FqIqvaObZLnYh1oMIobcVs00+u2bha1uJY6xgw5+yZg1jU4K4HNu39Nx6aqPG57fSCXnSC3NYWoDpcBRNs8cFr7HjrsJ8oeuybECtAJgaLUToxBMQZNCTQlYIzaRtzW+HAWBQ2sCz9otsGyqac0CtEkNy+so7y5mKHfZ2WbhkwVs1yAflmT28zPK9ahDfNIMNHpiRIYd+0qEyHQxBERIVCE2XsBCmVo5b4oTV0eP0ApYu+tJvZea5/hvLSO6jWjFkW9lEf4u2nZLLQqDFX1XVqkrtoqcV7eInInWFJUVYPeXRrLsxDOedy8bXAnTvms10ziXa8JzQn4xBTuQZoDXFppMZe2V00pwDPbs+aKQGYUnGuonEIxCqXtRKmBAgWF/VSE2YkyKKahOCumKGJAxIKGmExPYRLWkCCUDpbXkOeLSclDwmsjmso6pH3/4XYhEfGQiGh1H7yJmBxxR6z8jBhUZK+dFByKMUhuPxWlkJRDEVpMEsySlO84gEDlBEoRKEVhMoooI+AZAc/K+150TvxUe07njYnysnRPQnXSmCXxPutYzGI/LR2x88Kq3+1lOrRbTVJ1rKux3AbiOE9cVA9vHtp6tDQHELmGqsE6sJYUAosqsKbgrSn7WdmOUmhfiAqoNtBtqFtObQN3m9ZdFRbZ76LjraasqeB6+E/Xs9T1T1JeY+3z7QXkHd4XwN4vDxp+b8xyvhwWrTfVdg4hFhrrFLRp5xGeWHuHM9g/vRMsqXVjrhsqn//A1d14yxQc2yQiqGOdbsou17/p2OF2zTnabGlxoNrQdYFvSOuENVO7XkeRsaEle8RMF2BQhmNdnaeu6riKtVWzvNpAff2n6jrh75Kgys+6qq8kqmDXLe69yuFXdM1mufsW2XahZao7UZ1HiOK8sNUkRWfEhc+03w4PcqWXvuQ+z7JtEy6SzC46918dXXrAlQ6DCXrooRWFZiuq2K6NnBgFkJefU8vPYCXNIqjGOFLHVEpN260KLcSnyexjaMwnzK498nmYJ6RYJRYltmK724h8umKrSWpR+fk8+Adgky2Xs6BuzS2TJ2+p4y5xj6iabSGFEvS6cqui7BMmmBco/URZT4ozU0jQOdUQ1GZAF8RNsIozmwG9LHjIVW7VaaGqT6pA1RekQ5onQfe/i2ziLWmUKhnMW5Z1lqADjWOd6iq+eoqkcF6xHi3rZkkF5KJU+gl3bVwWdGRlPSkvQbdZ0Cm41hBGAeAuG7pV9lWyoIOAU1+skiDnBkoH6s2M2Phj7lIjBSmS9IwO3ywJenXe/O+LorKfrW6Vu+PCJOh5nuOHf/iH8V//63/F1atXceXKFXznd34nXvnKV4K43qgxBj/0Qz+EX/7lX8bx8TGe+tSn4g1veAMe/ehHL3as3mo7e7NM8Kl1z3DlCjJsGbNVBEsXMO8XQdM+z3KcdZB6E4E2SXQ9+XhC8mOkijFTboyU7JeNmB0jZUD6GnEvt1OkEPMcMVOIqRsnRRQEFGKTIdYKcW7HSMVZhniSWQn1xI2TmgRkdepKdUzyqhzbk0V9bFRlcG9eWlnzEsEuK0FvrLzbhHp5DlSJT7rFxTgpYsUTAHBqx0Qh5oBkQOqk+gAwycAYgaDEjjMDEPtPlUHkuU0c6xR+MckQU1WJScVCIe7Z6xr3c6Rw9zk24NIUlXll34BLq/KsS9G98rMNbRL0LjL0eWh739r2cyHpv9Yci78wCfpP/MRP4A1veAPe9KY34bGPfSw+9KEP4QUveAEuXbqE7/me7wEAvOY1r8HrXvc6vOlNb8IjH/lIvOpVr8Izn/lMfPzjH0ccxwsdb9U3r4vb6qw3rytJbEKPat3pWNrQpqSatc+wRHhRU4pWrSsVmWIepbaOVJhlm1M9XegQNhN6UeI8sKRIJctEkP28XraibjV55DXCmvUd6B4vCvffmhWiZTBvWHm3nnXCzwstKj8/N9aaYqa8Fr4ybxxYlC5LPM9ycKWhqb2WlHN7XU0OaFjrCQQUtkpy6H619wkuEzrAI5dtgpqK9QzUCGbBd6pORPMIatl3dhHC6/I+rYJg1k2MXcPBK28G3/e+9+E5z3kOvvEbvxEA8CVf8iX4jd/4Dfzv//2/AVgr6rWvfS1e+cpX4jnPeQ4A4M1vfjPuuecevO1tb8P999/f+VhKAIhW/Q+6B+xvB8xKZ3LWh/Ss288Kevt9e4vJZpew32XfFN/TgS4sqTTRUMJgvG+zTSRJjiRWiKMcSWSzGiQsw4BKCJJjgAkEciS5RKIkkkwimUwQywxxKhGnEjiZAGMJnEhgNLEWxGlWtaImqn3Q7szBvE3WVEfXQd3117S8aVmdtArLDtUxWoIB0NUaWKFU3bs9R6w8j35kfTyRnUcAxD0JrnKksX2RZcSRZBLKCSkEpRixHhKaVeKESaSQxAqUGqQJBaUM40GOZGTPK92z/yEd+OeGQJzaU7GuQHc1W97leuHMRkuqlmG9/n0RdNnHKkmjLSZ2nm2b6nislZPU137t1+KXfumX8H//7//FP/pH/wgf+9jH8Md//Mf46Z/+aQDAJz/5SVy9ehX33Xdfsc2lS5fw5Cc/Ge9///sbSWoymWAymRS/h8MhAEBFAF1wtPcq8lA19ew3DbPiT7PWP8uxVo15Y1P8p+8hhw2LtZqCVElFtglbkVdFBj3uKvHyvKzGW8ShFARsr14YZTNN5KoSi2LexZfW4lI+FtOWw68eE6rPqy9rmrdIgcU2kUZTXr6mIotNhJaHY7t0uW2RaYIDIpgXBW7PJLeuP0qsuxSAkAqaUJvJI1eghkFRG5sSxt6TYigAiL1XUW6zTwgNrQlOfcYJf88lplx84WQb6mmXXz0VUvg9tMZW4fZr2mbe71WgKxGuup0L939hJPUDP/ADGA6HeMxjHgPGGPI8x4//+I/jec97HgDg6tWrAIB77rmnst0999xTLKvj1a9+NX7kR35kaj7N3RDJjlLuRdZZ5XYXgXVJb9fV+5rVMWib5xuaslfsM0z4MVGlLLn4pC4DhTa1bBMuk4GhbhAvs59Eu4wTNtuEJtRlSAgzTDQMYK1YH3lVYddUjLA+yHbV46Oask4ss23ddRgO8q1nlgjXCQf2+uURg2bl9QwzT/jsHp6YFGhFdak0tQOwczugV2viMk7U7nfDcITpZ6YZbTJzHysOn8F5HdsQbUTQ1rHcpnZnHuYND2nCyknqt37rt/CWt7wFb33rW/HYxz4WH/3oR/Gyl70MV65cwfOf//yl9vmKV7wCL3/5y4vfw+EQD3/4w20qlBWc8yIPwe30wCyCVbwws3qE88c2Te+riZy46z3bhsjNy1zWicw2SPa3y1iQu8ZOuwwH1KbgocSUZOXnU2azUjAGxSnyiIH5bBMybyCsepqimtouzDSR6xoZuGVt5eN99op5aEtt1JbdvEu6JP+9TlB+32EmCsHK3xGzv/01ozTI3FGmm1LUTcRmoFAkSIuEIC1SkdbKpkbimSUqnvn0SECZfcKeXrdObHX4Qj3jhGZVompC12e9DdvgrTkrLoykvvd7vxc/8AM/ULjtvvIrvxKf+tSn8OpXvxrPf/7zce+99wIAPve5z+FhD3tYsd3nPvc5PP7xj2/cZ6/XQ6/XW+l5LvMA3O4PzSwsO66jvo86urgXznLdPYHNwrIloaawSqnppmARocZUCqY516N17FS3Y9rcfaRxQPaqPAlN1tIi2y2LVbxvtwtW/laNx2PQ2mhyxhi0E8U/8pGPxL333ot3vetdxfLhcIgPfOADeMpTnrLq02lFPSDadZs7FatS+TUFo+cd52zxsun4Qh2LJIuYiXUXMryIQomLuAabxoEtse+m2lJhscNwHqWmsfhhNU5kzixomLX9qp/ZLsebNd1uWLkl9c3f/M348R//cTziEY/AYx/7WPyf//N/8NM//dN44QtfCAAghOBlL3sZfuzHfgyPfvSjCwn6lStX8NznPnfVp7PDDrcPbkdLbYcd5mDlJPX6178er3rVq/Dd3/3dePDBB3HlyhX8u3/37/CDP/iDxTrf933fh5OTE7z4xS/G8fExnva0p+Ed73jHwmOkuCzVr+vALBfBqtKTaL7afV0E1tl7m+em8XJin1kgDJbbniW1mSUkRbrnx9AYiAnFZ0ccw5MIKieIhYDkrFSPkRxgsNkmmLLZ0AlDnGSQXCLZn4BqgwMA7FLfxlhuTUrf4WlWKvymBud6/Xw4jqrBnMvN9PxCgOGyqtfXB6aFDo1CDUyvG26D2vL6PO7iTeEx+hGQRHb+oGc/D2I7/6Bnv/c4cKkP9AUmez0MDxJIwTHcS5CKCMN+H8e9BIpSjKmAIgxDxDhWcUU4MUwFhicR0gnDcBhBTigecpNhcEwRn1AkQwJxShCP7CTGVoLOJ7bdaMrrFyKMc2pmtwFq1orsZmm1YdEBvcsepwldss6sHR0dA8SYlrrNG4zhcGgHBx8cI+IHK933MiKKs8g2VxUg3VQz/6x++S77Vz0U46S8/FwmlsDGl7TNOtE3rjovMLqcQ0XAZx41AXvkKeI4x0OPUsRCYRBnGIgMguU44BMImuNueoJDnCLRGR46GSJWGa4c38DhrRMc3Brjrs9cB04l8KnrwBdOgBunwOdPLFEdT9yYoYZUR02DfX2vyxNYWz2p06zdvVav8dSkFvSDcmeR1FR5jmB+KIjwQpGEW0LqR8CRI+7LfWBP2OnuARBHyA8TjJMexkkPw0ECGXEcD/YwFgLHcYJrYh+SMIyJgALFg2aAz5weVFSYn7k+wN89sIc0pSDXBMSE4O4HIhx+niO5SXD0AIM4BZJjS1biFIhvuY6thMtCET5HoVCifdm6ZOddl91OmJghfu7GIW7evImDg/Z2fANyGpwNSydqPFMwfn37Os/9zOpFrbrHtux5tO2rso0ql3c5b5oTIGqIY/gEs1PlOmilZARQC+7XG3oaEAQnZfogv+7SiWXP4DboetzW+lIt9ak6H79UADYl5Q2vZ5hUtikDOuBFE4DWBAwlsaxaeANMq/38Ppvk6d33Wf3d9A7cKWQ1D1tPUqsY4d2EWQ/2qlRubY3zRTycqzzmqgYGdyXOMMmsX691ICYzlYkBRfA9TI9UpEYixlGUBjUa1Jhy0naaSmPk5+XaJV2dkRTWw6cZCq2pOoo0RQ1JaevrocXNVyxvQVsapXq+v9xYl2HxWXc9akvW2l8PN7A5YvaaAeVneE1NQ0oqdz9CWNGEvXea+vvZcO95t+exLHB4tiSzXbGzpLpjq0lqnTdznQPp1qEGukis69yXcYW2qbrazjFUhvkOfpWg3FTzitNQt66DXH1tWGbZrIwT4fdVq/7qOftmEWe4ftM5Nq2LKkHZ383b0DnDByi1Y6Z17fR85vPyd/XzPHEWi6ttX/NwOw2X2cmFdthhhx122FjsSGqHHXbYYYeNxVa7+6jLRHPWoOUyx70dME+wcF6uhVUKJ6oTKVIjVeeVud2UshkLVE6hmC5S7lBibHokGCjYFD2a0KJ0vGJlrrkizU8lPx0phRNF+qOW5LBNMSAeFD9sWo+ZMu2SR5O6D5jO2zerUm+T/Lye9sh/VhSELVOR3zDI10cJFHefjLrryYprG+bqU6BlXkVNq+IWlw6JFamQ6vfZPhvVXH3Nf7sc9D0dlzqrcKJLvrquwonbpe1ZBLcFSZ3njbudHpJ5/2Vdir+znkcbeKGi80FwQInpJKN+XjymuJkyUAqkE/vnuBNQaEMgaO7G60QQRIFSjTEX0IQgFQLjuAee5zjsCzvsaE/Ykh0ytzJsRq1U3FeszWtkkQeKO/89FDv0AKgWNV1IEuW/C5Y1fAdKkQNj02RWXMgGybn/7b8LBgjXfPRYMI8BfQ7EbryUl58nAugLoMeRxgJpHGHc7yEVAjLiGIseUh5hzHp2fBQoxoggwTHWEcZZ5DQYlrDSCUOaMmSnDHtjCjGhiMfUys1TKzkXpwRckkB2Pnt81KwYaCmsaF53HWmQzuv9azqX80BXkevWk9Sq/8HtREKrxlll7qs8XntjMt1zrkzMf9pkpFo7a8oAKnefmoISWEvKmGKArwIr5OjKZ+12WdGZz4ouao2/t6ZCz3qRTNZZV42DcF0W9TbBgmy4AHWZeZjsFejWKtSP1ziYlwb/q+FYYSb40KJiBKawoig0pYUlVWQ+J6UFZa+3HxuFMqmsIS77uU0iy7MZllTHZ3YRBaD9Pr3dWUllnvT8Tm2btpqk1tGz2JnYi2Od6j5gvoukLgcu5jcUpSvWC1V97ruXOU9L0Mup2Mar0oxzm+ma0q6pmOEyKrx6Nd+ZKru6+y+QiS9yvPAYbTWncgKoGlE1npO/PvYciJftwyr6yutYys8BNF9zYgpet8MGbOpgzeBk6OVh6+q+eVjGEjrvnH13KraapM4L65Sjbxs27SVqkxbX5xdjaGgwz4+P8qGTIoTSMjansKN0MU4KCOTo4fioEKo2LySw+hireVZPUwn6WZhVPr4NTZLztv0oAxtro+X/KT5rRJ0bgDty0qUUvYmo7GT3a+8FUGSzL+6XQUZ9h8PFqlrGyJ0HzoOgVvF/WmO7G9q+7UhqBjb1pl0kziKwWNXx6svC+EDo8gnr/cxy92ntxpz6z6AAYuju0yFNEVJ19wFVwYRH3d1XqRvVwd1XhyePJndfHfVz6YI2S61tP7zJzRe4+8JtnbvPu/qKQoekNlWud+nuKzKBaPdbu5pRusw2UXfxXUS8etn3ocv2q/4/29DGbTVJeeHEeR/zTsNZsnOsCl3SyFQJiYBPDGifgEvb07bbGJe3zRZBVBmBlBQyY6AEkJGGdNaK0lbdJw2DJBwSOSRloNCQnLvih3bigoN4lZ8XEAABUfgsEKGyLkwU20ACdfXeVFyobm015e5rekECQcRUDKoluWz9u+BVwYRfXwT/P2JWQBExm1iWM6iIQQruihxSSM7ttaQUknJIwiBdVWQJZq+9ZpCKVUhKZgz5hEK4eJSYOJFE5sUSBHwSEJeaJrDiqgXZKoB5HaPZcal527ehq0Wzqmw39f1dRLvWUGGlEVtNUueFO5GYQqzzpVn2+D6GMKuh8MurPWsrS/frkClrarqcfJHHL+zhhz1/SqEZBauJBKrCBQoodyKV7Ax5SWJN7r4z5etz24ZEpIKs7PX1KtvWSKktd19Fkt4grgDgJeilFeUt0PA60vITtesd3I/SikJhRTVZTudpTZ3VglpkHztLastQt6S6KXRWe/yuD1VTj+W8ek/rxEU+5PWxKtPjpfw4KWtNaeZLezhZckbAlSsjrygUM1A5gVS2cZXc7lwZWvTsFWFQREMyawHIiEMKDq7yspS8Gw9UjEnyJNRjtXgVBQSqpTeKhl5PE0KILhJ0byn5feYu1uSJyi9ry4TeZkkB9r+ImiUVWlCUVH9H1orylqeMeGmNMgbJWGFJ2WvNIQ2z195QO47NufWsIpMWqr7CenIKv1Bq3jxWKkyXVBbF9J2athx+xVXOSWXbcn7rJlPoquC76Hd/le/3sv9lq0mqjvPqMS1zzFVve9E4z5eny7iWSlyK1RqpgLS4NOAZAJQNnOLUEhV3g3pzN5hXE1BCy4aSMEjCQKmBoqxoYH3D2wtdfYyW36VCSUIssGJCN18tKSya3HkBOJ2OS4UWUlOpjrrF1EQ+4b6axlpV5tWtLVL93+FAZ15ep+KaMWq/U0/+VoIuwa0E3V93bQlK5bQoFa+U7WBMEZV0g7UV3Hd3NRssLI+60KL7e9lMVt22bZ6/CtfhpqL+X7q6+87gS7hzsMh4izsF23BNZjVMxTqBYaOd6y9E6OpbGsu47JYtibHM/hYWV4QCj9q2tH2Zd/VV5jl3XxtCN19lnl7x9akfdwni2WE92GqSWmcj2aQU2mEazRbLavc9a/ncfRQuwOledbGOq0vkEcalinmerEjw6RV+Pj1SODVZJuH3evXccJ1ZtZumqu4GU31514G5s45RmT+nuWjab5ESKbiWtIzlFfMKZR+txKFC+PviQXNSxKRC91w9HtX1eVxelbc6wty1N9PYapJaNXbEtDqc9Vouut2igXKqMdW4+aB88ds0N5bFcjrn9alLT5vcbW3LZmGelTVrX3O3bRBGhPvjAdG1iima55eE3kBONWvKW65NhGWLHU6fejXuNOM/NuCiYz87tGPrY1I7Qtl8rNviBaZjCVU5OoqAOmBFE5qZIpYhJhRSUhtrUrQQTqgod7EpaqXQTopOiYGkTjbNuRUCCF7GX3xMJtflZ05tbKoekyrEFLWYD+BiUm0JZinA6i11IG8PRRFTpBXEv9oIBggEGLRGTjXlYiFLZ1aaHoglmmNStBBOSMaLmJSV+bNCMFEIJ7QTTvgYkBNO9DKbp8/exzIGVYpm5lv4TYPAl6ljtog1Nc+VOO/YmzAkZBXYSdDXhFWa9tuGi/LTd6mWGjZC1cG9BFQZJ6Yos6IXDZobEJq7jNo2J5wTTuRlNnSv8FOwAgpF6ZR4otIo+0Y7HCdVWBioKvrCzyLe40mozWU3wyVXFzo0qgB11Rqq77/YlpYDdv1yRqcJykvvQ8GEVzlyhjyqCSeYvYZhzj5FaFUwURFNkCJmqI29V3uZdfd50YS1jkmVrALFp38ePOrKvmXIaRm0tSFd369tIaFVYatJimoCiumHbuY2dzDJnBWbdO1CZVV9zJTPhq65lyOHY6OIW9cgPrGZswHg+gmH1rkrSW7HTHFmFX6jSIATDQpjs6CDYMwE4igD1znG/R4AINvrIRpLIMtt5u8ot1nQAWs9CVYdnyTzsqKvTydUkYsTl3YogJ8n8ubUSX4fIiTKYJ/+XPJgWZ2opqymuhydltnOgXI/g5793zF3/58Bgxj5oIdx0sO437MZz+MexkJgLHoYRTEk5RhTgTERGENgrCMoQzFWEWTOMJ5EGJ/yojyH1gTZKbNZz1MSZD632c+7ZD33A3iVsL+VQJHr0T9PdhD4+T33XUvXXwRmXYOmc1zlf9lqkqpjkxrRHc4H/p778S3V8S52HdsYeTefXaYEweCGweHnGdKEQFMDGVMc71vXH+ca8oCBO5eaNkAaWVdfTBUEy6EFgSIMyb7EuCeQnE5wCCCKmCWq1HXj+1FJSLqJpExzmqPTbDoPoM9YwQnAZHVZWE/KE0ePTVtSISGKhuV1K6zpU7hsEuH8w74jqQi4ewD0OE4vJZagkh6uXxpAco7jZA/jSGAU9TBkfUjCcJ0kGEPgWMW4liZQmmIsOZSmuHYzxvUbohx0rQkOv8BxcJ1BnBIcXGMQKTC4TpAcW7KKb9n77EkrfFbC50QJ+ykT+90P+arGtoIkt+fcxmxDm9b1HKfqdHVUzN5WJLXDDlPKPccTvqFSAuAT+932vG0gX0xcHIobpMxACCBNqf2UHGmU27RJmoHCIGUcKY2QMoU0ikC1RhpHkCJC1ItsQw3YVi9zhOGJyJMJJZbMpoogkiBRa5M7jtl9+RbVw9ekEsyRE63Gx4r1nCUVktnUMRCkO6LTaZ7iqLSkIlYlrh4HehxGcEgR2fpRQkByjjSKkPIIKYsgCUdKOSQ4UkRINUeqOWTOIHMKqRikopCZ7TgUJJUTXJ4EtaNSlKmQZDUW1YbQxad5SVbh89FciHD2QN8dVo+tJilNDTRZrJezKebzDqtBVXrsv1ddgGHjY12A1uUn+wSyzyBjA6oBGRuM9xnGgxwy1rh2ysAjK6ZIJwyDJIM2QMxzoA9IZhtdvpcj6UkIpaAYw0Ec4S4AmGS2AfcuQE9S3poKrSv/PXTNnWZVywuwxKYdEfWj6jK/f0bKoot9XiWh0LUYDjyuHwOwIoimuBOj1qXnLSlPUoMeMIhh+hGOLw8gBcfxwR7GcQ+jOMa1vX1IynEc9Qv33jH6kIbhuupjrCIcpz1cG/ahcoJxyqFyimvXBPqfFYXkHADufoDj8EFrSQ2uW3IafIEguWnvszgNBRPVQbeyb58H1QPSgf0uEwPZt9tpRkorbFIlPG9ZTXWG1hQn2iRCbGs7u7r2lv0vW01SdaybgHYy1RLnGbydlUKmrdx3uDwkK82sdaV6QDwiSG5aN6AS1JJVDvAMkD0KmhOoyGDIXcLZnEDwHDLKkfC4qG804BNIynGwtwfuLJY4zRCnEizLbSOe5XYCqiSVOXLyFpUnA28pNVlZbQjJpx8QiAhecx8D06ZUIrZZUp58/H6A0qJKnFsvFEkc9DHZ6yGNBYb7CWTEMdxLMIpjjCOBYdRHSjmOWYIxIuvey2NIzXA8iTHOOIanAse3BFROkKYMUlLkNyMMbnIndLH3d3CDFuQUjwjE2JKKGJdKzubGsyQo2QfSgYHm9lP2AcAlJnbqQP/seOuqiHeuSWQxnRZp8zvVXc+xvp42piJebcNWk5TsA/XB6l1kpmfFnUZWm6AmaksXY3u5pjavTlrN28W3LEmJU2dZxaUsXUX2u4wNjqnBsbbZ0jkziHs5BLc7UhFFzDIkVGDQT+08RsHzHHGa4ZASRCeTZpLKaiSlTWnFaAOkWTVWVZeg+3X9fL+viFmrhpHS2vHwROZJKq41AaGKzxOTVyz674AlqZ7bN2cwlGB4aQ/jpIe0F+F4fw+Sc1zfG9j4E49xLdqDBMd1JLYkvI5wLGPInOH4tIfxhGN4EuH4ZgSlKMYnDEwRHF3jOPgCq4xtS4YUyU0KLu195LKMP4X3O1TweZdeum/bDtk3GB8aKAGMLxkoYaAEAUBBc+PEEy4foHCxzF7pQm57tpbBWQetrwPrbuekAXAyf72tJql0AJhzGo687hu2rYUVz+N8Z1lSYfJQ30B5xZ/tDZdWlYdPNmv3S6GEAZcUSvgetbWq0oGBigySWxSjSxzj/RyfSSmE0JAZxXAgcJhI6D2ChGVADIx4jGGvD8k5hFIY93uIJxJc5RDStm6+SCJXObjKQXMNooIRqpTa795N6OGJSRtg/wTY79UulClJak844QQvicWv48nMx49ChOQXMXsuLmGsoQSa2dRGaSyQxgK6KAdPMNxLMI57SKMI15MBJGO4Hu1hxHoYQ+Ca2UOqOY6zGGMVYZxxHJ/0IBXD8S2BNKUYDiP0PifQywgujW0S2cPPM9z9GV7e8xw4vEpx+FniOhtVkURVZl4SlBdHjI4M0n17r0dHGioCxpc00j2NZEgh+7acSzxwuR6ltdTss9OeD7Dru7AoIYWkeJ7Qa2aHicbtT1K5sBWsPdad/mSdRLVtJBWOSVo3ZpIUc7Emt06p5Jod5K4P8PUxjPA+eJdOfEKhIktsXqo+TjlikWPMNcZOJDHmEcZUQHCFca8HTWkhT+c8t2OpUCUpIRWo1pastCly21FtbCHFkKQoLUUVSVZd5tfNjbWOkiVJyh8DKCwkn70cgCMk6kQiHJrYgbmaEqQiwlgIpJHAmItSWo5SWp5qXhDUeBJhPOHWahozpClDfmKl5TwjxadIrUgiJANxSioS8/J7+zgoJUJXn7FTbD/TPe3cvQbi1BSWk634a+uR1eNR9Q7QqknqPN+xi0BLIpcpbDVJDR9iEJvV+2xn9SBu1wdmFpYlzrP2AMP70Obu45Oyd+uJhk98SQ5rNU03KvZTnNpnR/XsPM3sPpQgUMIgHllXkDgliE8I0j3nAuxpXNUEaUox2rcnmQgFPtBIWYSR6EERhjjPMBYCiZTgeQ6hapZUnkNkCtQYS1LGyd0JBTUayXhSlqb318GR2OGgB3bptHpRvMswYsBeD4YSyJ4lk7LUfUmI0qnvwv3675rSwkIqBivDujI1pUhFhDSK7Hquyu6w18co6iGlEa7zPUgwXEeCUW4J6tppAplTXB/FGKcc6YQVrr3sRoR4TPHQmwxHn+NF54BLgoNrFIdXaeU5HHyhKjMPnwnNTDH+SfbL+NP4koFMgOFDNEaXDdKBxvFDc6jIYHSokSY5klsMMuYQKUG6Z8mRZyhIsqoerI6jantPmgaZt60DNL83mxADXjVkboAH5q+31SSVxSj+wSI3cdGbMBXwu42IalZvrXvPcL0KpLBHXB7THlcJS0Q2sF2OhRLjpkahalmFVhdQ1pqSfQPVI27/BtrFaXhmoASDjAnShOPY7WfQF5CK4rhXiiliniGmHNzkUJSB6xxca1CtQU1AUsqRVD5tSSnGWkmKaoOD2nVijqTyHkcaiyJdkycYu12dpOwLpEmQT8+TlCMkX1IDABRj0IRYKXkkoAmBZByaEAyjPsZMYEwjq9oDw7GKMVLCKvfGPUhFMTyxg3PHY4bhzQhMERze4IjHFINjisENK1qJTywhJDdLQrL3y1q+TQq+8plx1lPPx598LMpgfMkU7r3xvrWgRpcU0r6GpoCYEMiYuGfCijNUZEUb/pjlM9huSS3SJjXFU7fFq7Isso6d2K0mqdFljR7tIA/pgC7EU687s8mok8+qH/h647/Y+vPRdq0rRQ5z48bGOLfcqLSsqqmRwqkqH/auIq/6K8hPAlQZaO73RS1JRQayT5AmBkMAxwDiWCOJGa73Y3uOEYFgCjFToMIgZRG41uAmBzWmJCmdQ+QBSbn5mhBQY5CKqJhX/H+3DCgJS1NqyU9bi0wKjnHSgyYUaS8qCKY4rrLHUowiFaK6/yBDubeQFA1IijqScmOdNCGQlEODYMjiImvEdd23qr0sxkgKjCYRjk8EZEZxfFNY994pw/4xh5hQOzA3JRgcMyRD6oQQpXovHlUr8HoVX11i7slJ9uFUe5aY0n3Y+JOw7cbwrhzpnsbx3Qqyp5Ef5OjHOU56GlQDPLOxyvjEuRxPXfqlvVp+QB1aVOFz1b3jVt1uWt6+6P7OivNSFGZZt7Z7q0nq5kM1RJBkcxXjpGaRT7Wx3GxpaH1syKoe8kXJ5izkGGaMKOeV/8e7X0QaWlXeZVe68LwLcDp+4QmtHFelZNkD96o/qpzLb2TXk7E9h3hMMBxTPEgN4phDRBpywGyMqg8ImkMyhoRl4CaHMPZiUEfqQitwY4tTiDwHhYZ2ufooNJJYNpIUAKRRhHFcFU54a0xxhnFPQDGGNGogqTwHz3M3uFZM7dtnJfeE5HMVFqU0CMGYCqSUQ7t8hhoEQ8QYaYFUc1ybJFa1N+5hlEYYpwzXb/QgJcXkJkcyYtgfW3LimSWneESQDAkG16lLa0QK9V5yXH2WrEhi2nrycad0336OD60AJh0YDO/WkH2D6/cqDI9yjPdz5A+V6AmNwUAhiXOMxhzXuYGcUMieJVCREoiJtax9QtuQHHk27e5bzIpqj22FY/8uEvOT4s5PT1dvg5Ts9p+2mqSy2AA8HMzbbbtliarSWHZN4XtB8AamP88VGZxLuTCWRSNJBf+nFDoQ8Kwc5+LdelSZIh2S6rVnErBkZgriAupijLL8vDj18SwCEVOIicHxqa3Wm04Y0h6D4AypttZFyiJQGHBCCxIILSFuclAYaNApkgqtruL/e5ISoohxefCcgRptyUkIKEqRRvYzPC6nFJwxOxiZR5X9+u+enAqScueviL0oKbVZIjSIS7zLMDZOGJFHSBWHzCnSjEFmdjB0mtrMEf1Tm+HDEgAtYj4+Y4SP/1THPM0ngTCLhCUrU4olBAqhRLpnkCYaaV9jP9bgXCPu5Yh7uR0LJ7S9n5Ja64xSALR8p1j1fJo6ggu9J17UOaUW9KKN2vod9n3+np4u7WF1HdWxo7/VJHX8kBxRVL1jiyZCLJfNPpZvHOu9+nkWSv0BDs+hS++jvt5FYKYaqWOF1DO5+6hpFE5Q7Ro117tN4jLRqOw7Nx4vXYBclI2ez0rg4S0q7/rzxygsMUkcCdo4hWYosm+ryCA9obgWa6icQCoGSoCYK+geQcIEODQEcZaUy5LCSQ4BS1KClZaUBgFHjoRlhZiiuBYudqQIKwim+A8u7iUZx9iRU8qiglgAS1Tc+PUYUupIytdvcvvXIJaY4EjKnZf/TBEhNZaIpWbWksp6jdLy0cjGn6JrEfYzgoPrNv4UnxAMbjBwCSRDCnEKJDeps5pKxaUfqOvvSfhp70eZSUImTiRxaFV7oyNrRY0PNK4/zGYSuf7QDNmhwv5A4e6jCUSU4yDJEAuFWESg1EBmDEOhkaYMJxOK3ikF1dai4hktnj+gxZKa0ylsG8vnizjOWvc8sWqPUfhf8rRbo7DVJDVJNLJYVx6I6QBqx9HQM8ZbNfXky3ldb2LTeqWbafFtp7GuQOtsImr2oTfvp9t69Xuh2bTlal9mAx4RaOZdMDQY/4RiMKadV8qIae4sq1p+Vt9z9ffEE1a5z6DhPCWIIwIVESS3bKN1c8wgBAdnBoPYplAaMZs1nZMqSVnrikHCZlcXUIUbUIOAgkNTCm7Ki+vdbRQaMReVZQCsMMM4kuICGtTmxqO8sKIoLElRamtiScIKggqPERKSt5Q0SDF5ObkGgTIU2hCMVYSRjJBKjtFpBJlZafl4bKXl+2Mbd0puUcQn1o0WnziX3qgUQ5RKunZLqnw2mmXmVmLu4lF7zoJKrEgi7WvsJwpJopDECiLKkfQyJJGC1gRpbO+hUgSUAtzlc9S5jdXRnikyX5SfpEZS84jFNK5fxLdmtGnnhbVn8BF3AEnduqzAgj/atVc/y1XXdmN8wxku13R+wzuL/MJtZ61XX/e8MeslWbTHuAiKBohO3xffQPCMuvE0dj0R24ZPUzsP0NaVJAhUzzg3nhNbqFKiXpen+45B2ImguY2PKGGQ9G1mAgBI92xcZXjMMXTPVtzrIRasSErLqYagdZLStgQIMRDEu/3cecC4Aos1S8qRFGWmQi4AiviWJBxjR44piSDBABLEwmCtNpvYldf230BSrrZTUSUXxLr0cls+Q2lLUsNUYDzhNnPEKIKUdnAuGzIMTsv4UzJ0JHVqM35Y0YsjqXHZEQhTEdUVfFZmXlpQPpN5OrAy8/ElZ0ld1hgfWBXf6FKONNHYvyxxeCnDIMlwuDeB4DkOehIJz0CJgTakKHwZ93JHthxaA7JPkSlaJLolrh7ZoiRVf2+K50/X3Ia62eKah00QdoXtbNP10OIOEE4ML+dAkoHo8gbPQxsZmBnERUMXHfWfdt5ZjJdFtl1kXd2RrBdBU7nuYlkHIiILnlN4PygzU9ddKQKdEzBFECfUpTICREogY1qkONKMuiC7KQaAhi7A0CKuJ6u1BGUqPXnbYyfQ3M+zGQriE4LxfoShJriuqItzuPiNsCU/ODWFq48SA061nYj99Mu0IaDEIKEZeEBSniQosXESyauvL4dT7RGGEUThlpOGFQRFiQF31puvglspzR4QkbeQfPFBAMW8VHGkikFr697UBhiOBcanbvzTcQQ5odg/tiKJeExw8AUnkrhuXX3i1JITl1Zi7utBxbfc/5HlZ1sevjAXXzpAmUnicklSo8Mc44HGjYdkiPs5ji5LHO5LDOIMR0mKmCkc8AkSmhXWrswZODNIJYNUDHEvt1bWhBXZ2JWv4KxI8c7598Rg9nvo3+dwnZD4iuew4b3r0hlfdcx8kU5027r1/2LG3TToW01SkdAwkYF2Y0m63BaCkmhmgTbcZD+vy/Zd9h0+oOHxzk4y3R9Qrdv/TxsxTZ0f73Luc8QqDedRXm/TuExrAgkKxQ00BVTk1XcaPHMNSFRaSqE7CEDFNdg+yDIsmBjEDlQpqPBk52Njpxlx5egBmTFwanvn4DkA4siIFORgXWzWJegJghM97Ypzy6gxkJRZCym8hn47MEi4eJEre1+QlLPWfMVhH0+qHwOwFuAUSTmryZfS0Jq4yrkUSlFX2ZhATiiY8qXdiRNI2E6CLfVur61X8IWDZMP70XZfQjes5p6szNQkYwMVuWciMuDcgDMDwW3+RUHzwsrlxH4KZg/KqYbg9j6JqKwM7KsEU6rdc0sK4irOTzeLHqrLUazjt/XH8PP8HsKOYL5mpR9t8CbNd17OX7e+V6Mu0JL6+7//e3z/938/fu/3fg/j8RiPetSj8Gu/9mt40pOeZE/OGPzQD/0QfvmXfxnHx8d46lOfije84Q149KMfvdBxBgMF0y/ZeFZvP8Qskmkip3B+vUe/SViHBWX3u/wxz3JOTSTlyckXv1MxwTjiyDQw0oDoUcSRH3xrYwVKACqCy9Hngt3Su+5C8mkWwhSKP2mD+IU8nRtoZmXTNAeSWxQqYtDMYNTnUEpDRFYxxpmBiGrCCddYUmIgmC5cTdoQcKohOWu1pDjRqHEUODQ4ckhwjLSzpDS3NbBISVLexagMLVx29WMA1prw56O0+8ydJZUxpNK6wFRuaz0NR1GR3mjvlrOabrIiBpXctITlxz15C8qLJLygpR6DmpXN3I+J8rn5vNx8fGDl5tbNpzAeWJl5HOc42LNW1EBkOIgmECTHAZkgRmZjdZxBMuYsRqvWFJxB5RQi0gVJKXdeStGywxGQzTzUrSg/r26VtW2zDOrtVltH+TxgiMKtDuutnKRu3LiBpz71qXjGM56B3/u938NDHvIQfOITn8Dly5eLdV7zmtfgda97Hd70pjfhkY98JF71qlfhmc98Jj7+8Y8jjuPOx4oiDQjdmZw8VmVJ+UZl5n7IjN5UsO2s9errtmMNKaLmWlPtD/0i5xTmVvVot6RMQVKATfiqFIHs2dxrKirjFaUl5d0kllh8z9vXDirOo0WxWVH6TYIG1WUk4MKSophYq+FmYEnZnLDBeD5vSbt5oQvQk4JNiM6q6YpMSVKSWwupcg2dReatJ22s8s4XaiyOQa01VlhSZvoYgCcpVMjJftr/JTNasSyUshakygj2QuspnAKryVtTxf1RVXKah9CKKi2pUn5urSgD2TPIhIYQGiLSENyOrxQshyBugoKA+6Q5oGGrL3vyMcTdRwJK3H3w2T8IisT2JcHM6byZqqU1j6Ta3rezo72dWze0vCBL6id+4ifw8Ic/HL/2a79WzHvkIx9ZfDfG4LWvfS1e+cpX4jnPeQ4A4M1vfjPuuecevO1tb8P999/f+VhJX4HuZZ0fDGC+pdS4jEyvt4mW1Cyswspq20e9Lt8qjh9eX0qmr7uPB8iIgnOrxBpqgjE1hcjCN4yWlKzyj0ewqkCnKFNuPGyYlaIpPjU1jsplRFA9U4yd8oloVQSMRwzjnEAIDp0AnFFIrotniVIDzjQkM6DUQHBaNHbWkjLQvWyq8+IbTStZry7zQgxpGMZ5BKWtpaSCIIGPhVFi7HLl0iKZ6v6rxFR+186iSicMqWRFbEZrYDTiyE8Y+hOKxFlS3ooqrScUn15aHhJ/mwVVF874OJRX8oX1odI9U6Q7Gg9ynO7lSPZyDPYyxMIq+QZCYsAlBlRCQGGACWKtAAqkNIIkDMpQez0ZK+4NZ7wgan89FKfVazdPTFXrcNbbLxX+79p7062zWu30+o7NKtDU7jW9213W03mO6x2OuXKS+p3f+R0885nPxL/4F/8Cf/iHf4gv+qIvwnd/93fjRS96EQDgk5/8JK5evYr77ruv2ObSpUt48pOfjPe///2NJDWZTDCZTIrfw+EQALAXK5A4kOie0d3XdiOrDeadSVKzXo5uvcbFEN4LGgoOPEk5F5OICCg1LiZCIDnFCWdFDjYrqLCiCk2tyo/mNsu17Pv6QSh69v573aL6/9v7+mBLivL8Z3rmfNy7d+9eds3ussICSVEFiB8IfqxYSUopSQpjCFRMqI3ZECuWZlFgU4qYUn+a6KqpAMEgiGXwj0hIqEgMVElqA7rGCh/rAlGCWa3SEiLuEsXdu/fjnDkz3b8/enqmp0/PTM+cmXPm3DtP1alzzkxPT/dMdz/9vv32+wrzdGGWLjb7dk/y/VPE5z7mKOFkODtnw/EsrHS4pO84fD1EJlvHZnAC4mq3SBihgzKuHvQoJ6voOUYDTtumwyQVkI/r21jxWqG6iu/bku5L+D3ldSX1HvIzDkmKcglPGBD0enGS8pftwEiCYPYkiSz5lvj+tZCcAis+LlVBkqqSjSTC8gXCIycnhFZ9IsxKbwMLrfncLsPSfEBQcx7mZjx02x7mOy7mnT7mbJeTEzzM+X3MUt4AesSBazmgjhWSvkMoPErC9UWh/hSkLX6LZ5iGRJKS8ovOpV+bBlXTUxZRGd9fGmd1Y7PvD4zyKZ2kfvjDH+L222/Hvn378KEPfQiHDh3C+973PrTbbezZswdHjx4FAGzbti123bZt28JzKvbv34+PfexjQ8e7bR9WW16TGkGSSnmBWkmqghduoj4cBaPmXVSSGpWkHHt4kuAF78EN1gM8j8HtkrBjuJ4FSiy0ZykAAoCC0ECaCrxHyEYUwnO6vJk3MkOPzNNliYpH9I2uafes6NPnBVkJvFF4HtAOTG5FG3IcBsfne3FEvEPxLIUzCceO927xDnodD21bse5jEUn1vGBNZeDA9YikUuR5EovB9ezw+an5CwkqJClPSFIBSfW4Bwmh5qO+hQ0aTxKOa0W+74SrI8lFlYmaT/jk47+Db0dS680waW9UEH6jy9Cb9WF3KLpd7k2i2/bQbfno2h66xEPX8jALF23mo0s9dP0BXMtBl3jBFgAbsBE6+fUsEkqgsul9KFWFklT+SZtMch4dfh9p1yahapLSGYDpzguo6fxJmaBTSnHRRRfhk5/8JADgggsuwNNPP4077rgDe/bsKZTnjTfeiH379oX/FxcXcfrpp+Mlc6tozUc6dZMXmCgtGRxP+l0GZPPjqiDy1t0rSa2UdSzteN40MuR1Gvm3gFBhub6NFZertLodP1RDLXX5OtWLLYZ2n++lEvGJ3K7NXfH0otDjsgd1OTaVqv4Tnilkb9jU5nm4MyT0TkEJtygj1EJvmYAS4GQnCMUREKnVoqF0xV3xICQBx2Hodv3Eju753BM7f7bD5LPSd0K1nKw+EhIcJ06CnmsH+cbvEZKPZG4tykapBRYQUosCMwPu127uhD3kSWLuFyQ0LZ/7OU/XXUK4Ty3uyTzZSEJ4+xDvpjeHIKou9yrhznDffMd/ycPSAsXPt7nozvjYutnF/NwAczMDbN24iq7jYWt7GZutFcyhj62Dk2j7Phb6K+gOXMx2XDhdCpfY6NoeepYD17b5vjNmocecmGk+EJnlqwYoSUgkKSHBSurZIamrJiSlqhPTziel87A6lEaH0knq1FNPxXnnnRc7du655+Kf//mfAQDbt28HABw7dgynnnpqmObYsWN41atepc2z0+mg0+kMHZ91BrAdSZIqoK8dOqdbSNSQ07hF51ExshRVkKDSOmsa5PegIyoxi43+8xl/SMCzgOsS9GZs9CS1Q2QSzUPDcwMLK+YiCYgMJeT/0W8rXNcSnil4HiyIRQUeZoISdFeC8hCxb0v85/trBg4DCwhDWC4CCH5zaSt8lgFhEAKsdJyYhAkEJBW49Om5nJx6fTtcv4tJcDaPLuy6RLEyi0ypBTF5HjeGAADb4xaTnb6F7oodPlPiIySodo+EniQEQUW++SKjkzg5JRFU5Nlcfh/hWlTMJx8N/PL56M746HYDn3xtn0tQjodZe4BZa4BZDDBLB5j1XLR9jxOU68Kzbcz6fTiMq/wIoXAQhTMRVpFiHxkgkZRiyp8EtU/Ik2zK+BpqUh5lTGKTCGbcY9qgNSF138UXX4wjR47Ejn3/+9/HGWecAYAbUWzfvh0PPfRQSEqLi4t47LHH8J73vCfXvc7sHkenO4g3joxBMTb4ZVjKqOcJaOy47MYm69okcBc45o0j6V5FyaDIPYUT1Kxy5c0X0L8fguH1F+EZwYWNFdqCxwgWZzro+Q5WBi0s9VvwfAvHFzpcugocnK66BC+e5N6tvRbPs92z0Jsj0aJ+sNFX9h0XeaZQjSyC8ti8pN0lhtkTLPAfyDC7SNDbQLl6sRX3QciNLFh0jrBwoyYl3I1PX+Npwwfw7BYHc3OKg1knkpBWVuxQ4uHkKN03IEbbi9SSqhseQoGZQWTKL/unIxQ8Wm5PCgRIufcI4Ttx9kR8ky43+Y+vPw0/wzghhVLTRmBlE2LGEy+exvDiDp9LUFso3C7Fz3YMcPKXBpib83Dm9lXMdjxsnuthvsONJHa0TqKLAXb4J7DZXcac28dLTi6i7XmYX1rF7GofSxu6mF+Yh+s4WOzOoOe0eIRhJzDpJ63QpyElVswLvGiX8ncShvuUFfYr4XoqLW0W8owp48hHQC57f2AQOx4VkNT111+PN7zhDfjkJz+Jt7/97Xj88cdx55134s477wQAWJaF6667Dn/5l3+Js88+OzRB37FjBy6//PJc9zrT/zlm/NUh55hpUB12AskvQvVAHQ6aLBo8dQN2/Bp5nwsZ+q9LpyLrHqNAjk+kOzdcFs0xTTptfoZEFiMqxl0I6byBU1hBiPIWPNg4bs+gxxz0ug6WZttwfR7jqTdwwn097oCELnueBySpyg7Vfzx2EQsJq9sO9vFITmnFzF94sxDm6d0lC+6MkKqAuRctuDN2YO6O2G58seGU/4bk4d3iJLWBQecOCgAWf+FgaVOcpPotvqnZGVg4ZcnmBNu3wr1hodFBQIxc5UmGpERehqiOQlICovAY7dUoRIogG+7aiBPS7PEoWnJosq9xbxS+Tzu+TijCpVCbuzha2sJixPWz0328cIYHtytiQjHY2/vYuaWPuVkPp21ewmxrgM3tVSzYPcyhjx3+CXTpADuWjmPz0hJme31s/dkJOJ6PjSdWgFUXm+dnMLfcg+fYOD6/gYczkaIQ95xWELaEDHmLF+1S/k6C2qdFex7+raQr0IfyToSH8tKMmSrkcialV+uySleM7l86Sb3mNa/BfffdhxtvvBEf//jHcdZZZ+GWW27B7t27wzQf+MAHsLy8jHe96104fvw43vjGN+LBBx/MtUcKALrUQ5vy3kMtC1AcbiYhaVAG9GQhpw8JKjw2inMj02vzO18aCgthSCRZ+WmPp7T/UQg2lFylkBXiW8Q3AkXgqZuiazmAxf+3LR+wga4jW3/yOnQ7/NiJDrcAE7GoiB8NkuI3wGNMheE+lGi+YVmFMYUwwAj9zgljCyskpEiqEa6XALF/K7bO1YuruPh9Am/tAcHEz7HgXCDlBBJPRFLCEAShF/d2L5KQ5HsAkRpPEIv8u92Le4mIeY+QVXlelHfa/ifZMEJsCwj3P3XkNSlB6tEeKP6h2BTsg+q2PXQdvt+pSzx0MUAXfKzo+gO0PQ/tgYduf4C266HtDoC+B/Q92H0P3Z4Lt+2g2497IBZRiR0axdqiVuApJPgNmBKU1C6VOF40UCPKY1qVmhIVhQjNZOxV0jA6QbdIb33rW/HWt7418bxlWfj4xz+Oj3/84yPdZ6Pbw6xr3jgAPUElkZY6IxgmqGLQEYecp0wwo5JLGpLurzuffsyMiEzrEp8UUO1zFx1aePz2LJsP7JaPtuXBcWi4obVtO2jbFI5N4fl8XaHdoji+sYWlTT68FkO7ZwUhOAKv6pJnCj7QWqE1n6qqiowqAvXhqgg7jlDCElKCDC4xWIGzVCvmsJgSIaHpJSmer7IQLUlIIqKssK4LnxsREgkLz2klKZmcKIbISqw38XoH5H8y8mDeXkXgOipbghL1GZKkAus94UVCTrsyHzmM7c976HYp5jcOsDDXx1yXe5KYtQeYt/qYRx9ztI8FdwVdb4D5lVXML69gbqmHDSdXOUEtrgIrLuBTzDnccwgAtAce3JaDtteGZxN0HSckqzBasa2TpNL7hNoX4iRHEse0In0oTVtiiqzrs8YSNQ0AOIMJGU6ME23fgyNLUoZIlaQSCUsMlDQ1XR1QBbEldTp+rxRV5QhlkclJfe7RTDaIaksY2sTngwcPdMElKuKHi9HCasqxKdotHtxOrAt5bRZITxa8ASAkG6+NmFcDecav804hpAeZ0IQ0JbyaRdaDLIwgzO8XEV90v+H8+bVx8gmfN43IJ/qWztuBGbmPMI1OKgSSJSlx/2EJa1iC0q09DZVZ+2wRqUhtxKRQ7qcxWtPje9Ao33dmMzgk8jDfhoc283gUZOqj7XtcknI9OJ7PCcrzgUH0sTwKB4DjUbRdj++v83wQSqN4W4QMTSKpZQUBEgG5T6RNOlVS421ar/0wnQyOChP1Xhnw/HXgYHZm4GJm4OQeCE0Ihmh2n8XUTnl9MY0BdFTPt0n5GkpUo5RFVU8C0TPWR6j1uKrF8cMYSrPE5aoKgsDZqgOX2DH1hUNseB1uSdftUpyc5ffozVI+8NAgnhSxQmMJd4ZH+QWsMMJvNKhGRCWrtQQxtAO1e1yVx4aOyW6X+Ln4t5w/wK0H5Y3IAOC1hCrQQneZBBLNMAkJSUUEjJQhl2eYgKK8xNoTEFdtqkYRJvuf5I9Q7VGbhWtSwnpPfia9DRQrcz7cDsOmWR/tNsVs18Nse4DZ1kCx4nMx67uYHbjoui5mV/vo9gbo9lxg1eXktOICyy5ALGCpB6vTQrfjglAafBg82+bfTjBBIhaoReDZJGzvKmmlQe4jMZVfgbzKxjgm4WwwIeu+caI7GKDr8p6SZ1DMIpg0aUoeOOuGqhpy0rPN7IQjlicmSUnPXXRkWY3hUAqXRM3ZIzYcUPRIvIkTi8FtRbGC/m+G5+t2GQAKZwCI4IliM6rXZvA6VrDmY2kDJgKylBGtXwkpSkhjHFY4KPM8+TE5Hx1Jxe6xgRNR/ByLyEeo3Xqqb8L4mpTOw4NcD/7fgrwWJ/7L5CTSi3U5EyexojwyQXECZdLvyNxcfiZul69FtWZ8dLu+tBbFN+vOWgO+FsUG6NIBuj4fK7qDAV+P6rlorQ6AXrAetezy3y2b/6cMnY4TEhQAeI4Nwig83w7bHyVc7Sd8LMrSjux3MQkhORFZkoofk9ONA+Ma23xvHZBUxx2gW5kkpVu7orHjaUYJpi+6iL5Yd02la1eazpao/jPomMN56fXZ4lmrz13ch1okUv/ZFF0navSeReBaNrrg/tgAhCEqXIePdt0O90jgUi5JAQTOgEmDvZjJR+ot2cOELsyHrO4S/x3XAvWlQdaJiEI4uxX3HFb3xfMW4GtowhAiMs4QAR3bq0FQSDcikcilEAMGYu0oSZIalqLk+gkz/dgxxWgiOqeorZR1KNmST3gzlx3GDktS3Dy/NeOHTmO7nWgvVNfmxhKzkAjKGwSTWi5BtfsDoB8QVC8gq54HtILfPgVWXbSk9uYEoSUcQkNyAgDPoRKxDBOMDkOqPInkot/yWuJ4VH0C49AUea5mpqfBVJPUpqUVbCBiF385kpSOnABpLUoMnCZeVSeAIiQxSp6ZC8QjlEdHUoRyL96CpNyWg16nFahiKHqtNlZabTgtH67lAA7QQwsrpI0u8XhspYCoFufaWFhoo9e1sTjgwRK9ls3XOQYiui8PSw9QeG0rjCMlSxvEZ8GgLgZt7pFC9jMnyCh8LuEAHZBsRyJqjxOZIIGEJxuUS8AK12ucgWzAMCxJCWMNoZ6LPXOFjMLfXpxwhEGEOA+I/WSIXa8jqBg5KeE2ehu5kYQsPS2dQrF0Co0ZfSye4uGUhQHabYrNm3h03c2zPWxurWLOdrHAVjFLXWx2l7HQW8Fsv4+Fk8vo9gdY+MUSrBeXgZM94OfLnJwWe8BqQE424RIVZcCKi1a3hdbMACAWujPtoP0ReI4gKUndR/IRS0RqGpLSXF/WZDTJKGucGiJ7uZ+dCFNOUo7voz3gC5vwDUwgJWSRjFaSojTxXL57DxOrTJzjnDVRYiXWRytBDZVNLremA2W8FvWamKQaElOCJCUNDIQyOB2Ktu/BIwRt4gA20GY+XzeABw8EsBCapzs2C8J8EKy2GFzK0O7Je5eC71ZkBEEdBFJRXDqRjShiA7wHEEVlJ9LIkpTTj0tSgOpHMLqOfw8TjCCAaG0o2mwblTG6r3xOf49hcopLSMPp1HNpCMlKMUwRKj9ZmuKWi3wfGLX5hmTH4fG6HJuH3xDBC9vw0WbBx/f4OBGYnbfdASyPxgwlMPABV/kG+DexOGk5PmBbaPcHPGYY4Spovo7Jv+MEZSGt8av9KGrPdIi4gOzJYBWo2oCivR7WpDYs9zEre9o1nLUnSkuJx+lQmjoaTghUQXJJzzbPbDEP4mRFY89dDAiUELSdAV8nsG14to1euxW+G5c68CzuwZoQ7rXCA1/odpmNuc4As10fhIB7o3Ds0ARcWM5xzwrcOS3Afca17chAoL0SN0sPy6ys6wBQ1qXi6jxZ0oqMKFgiSXXbOnPuaM2puxSUf1U22LBi6eR1Jd09VIs+lYTEtTqDkawNu6pqLwq3EZmbu93ABH0D92oeSlKEYWajh7lZD922j7nuAF3H56E3LO7ZfM7vY9bvY87tY67Xw9xqD7MrfW4ssdTjUtTJPrDY58S07HJJyiZA2+aSlG0BgxYnq0DCsjo+Wi0bIATC87Tfktak5HUkkzUpRQLTk91wehOIviL/HyfkPqx7Fv7qOpCkuj0Xs7a5HhhIflFp0pGWpPwak5Q9PpLi58onqkSSCp47n83KKhdOUmL2RwmBQyl6dkvKFHDhYNYagIBxK7AuXzzqdgMrP4+r7aJYVDTwQxeZqAMM7RWERhTCC4WQpoRJOS9vXCIiktWtTFrqGpcwpkhak3JcNuRvMB52xAqJZMi6T8TQ8oYlKe36mo6kvOFzeS35orDvcmwosVFX+Obj60+9WT+Qorg0NdMNfPK1Pcy2+ObdWRIYS2CAWb8fWvN13QG6fb4W1V11uSXfSmAosTrgJLQ6AFY9oD0Aui3AZ1wNCHCCAjiB+TQgsIikbM+GHUVCDevMTEjKjpPaMElpVH4G+Za5HGFCbiZkqNbF7a0DE/ROz0XbEbPDHDMMA4KxdC85Cr9pfC9j+EHedn6pQ4VGu5QM4Xo76ZwuT4NOYtJBsxC+Ax7EKHau5VGAWCAdJ1T3tQe80XOzYL5G1W1FO2hDwwnLBizwBfa2xzf8BhGevRmKHuURdt0+CcydWWBQwQdOYYoue6aIPKZHMFV7yenV3zpJiqsHI8kofo6FqkB1/Uzk5/Qjg4s0K0Wtai9mEJKvrjpLPrFhVw21ETqQbQXOY2doROiEYVObRqE3hLEE8dCFx8NueIqxRJ8TlLUqjCWCjyAo1wdcD1i1gZlgbaobDI8+i5ESBn60bgVE40IU0RIAkn1ESO8tfL2E8N/ECvuOOqZVsd6sw7jW293eOjCcwGIPlscbjHjBmUh6AWnEJV8j0tXUcMLoGRRB2iRAc8+hI3mlO/l9UBZ/7mKdgFhotWy0Zjz4wYDhth04vg/H9+G2nNDfWs9poe14cIkDYjP0LA/zzgzmZ1w4NkOvb6PdtuE4DEuEYXWGe4DggRMBQvmgwdesIk8UgBVTe6km19yoIi4xyVAlKZmc5OsEZCmL+Mo6nQ1QxwpCYMTNwuPprDD/VJLylP8pUlZ0TG/JJ3uSEEEKhaEEtXnAQqHqWzqFQuyF8loMS5t8+PN8wzYhDC0CzM8NMD/jouv4mG/10SUeFrCKBX8Fc34f871VzLou5pdXMX9yBXNLq7BO9rgEdXyVG0osucCJHieopUDdB3ASaQcPvudxshLrU12PnxekJX8DUV8wbe9qemLBCn6rY5pMaKkocxJd9jgn12dlHaxJwQtXsvn/UUhKIImsxHXq4Jl236x7ietMGoIp+eSzHzGDTaJnrIJY6fcUnS/p+iQkkRTA7yfICgBaPmwAjudzU+GApMLfhMChXP1HLR8Oo3Asn3slCCLVOg4NAhDycPQ0cPLKPRtE3g28llgrsobUddrH48cJJ2nPkkgrf2vzk4hjeN2HSecw9FtXNt05lZx0ZdOrAZP3QqnfSZ/QK7zsbaIVRDAmCInKsfm7a9t+6F3CAeXvlgYf34fj+YG3CJZsKCE+HuNSU/ih/CMkJ0FOsLmhVtvm7boVfMt9wbTvq+nlyJdyOoG0vihjHMsRaeOfrv7qWDEwqAemnaRWXEnEziFBlElU0wx5tqfWKafklJl/EahSq1xGMYMVKpeWjW7HCVUV1OLeI7rtaLZGLQKHcdN0AsbXMIJ4ZLMdjweJC4L6OQ7F4oAH/uvN0mBTLIvUfbKqqmNJXij0rpKyoCOxpGtlFaMMnYQUSXx8PifnIdaWku6VJEHJ12dBtw6lqvlEdN24uo+vRXkt/r2hS0OCIgTcu0RrwDfukgG6locuG3DPEl4fs/1+pObruejIa1Grg+gjCKov1H2BFOXTgIQY4AfrmqI9C6lq4HPicv1IhWfS5nX9R1YnqlKZmm4UJPXzSYxpq+tFkuoN0l+qirLUfUD2OpKfQYbiuqx0avqykDaTkc8VJSzTPHRIk6TEMXmNAECr73GDCc8O16faAy8KqUBsEEbQdjyAgpsrEx/UttB2uPNZx6FBmHeCdofCBYHXovBaJAytwUki8j4hGwEAcaISG235b3Ee4X9TYlKhM08X1w6ZwCdJUp6egNT/aRIV/50kQUnWXUOm5sKrRERUwtTf7dLQy7nXYvAcEbk4Iikn8NXYJj53KgyPm5xTD+1gawo3Oecf9L24BKVKUT7l320n+A3+HwjUeRZgC1Uz4/8pAwbgE6UBAmtAcU1Ge1f7cpIkJY4JGEofxsjKr0J13/qQpIZm2IYDoSkhJV2nkoopyQzlp1wnwq6api8DaUQZntM8r1CNZ6rWKDBTU99vrIycSLhRRfSJfK3RwIM6DX3/xT4W48EU5ajLhIFYkAZDBiLtzYk2k0YDreziCNCTztAjSVh3ymNkkZRvkjWg+l+VqiYN8TxFTK3oGMDk9yHmo0S8w/hHhrAKJT7lfSv81rTZsI0F521xTEhT3G0Wb5NB2wONLP5sElwnVPgp7Z0QTRnkMUyyJgTS1X9JUK+pyxq6XA7DMk03SflMqajBQFhU1ScaVRmLkjoJTBzz/fIlpjSkVSfsNxriFJuns8rqo5iKQpVYh5570JmJxdMSC6AUzsAHaTM+OIUfTlQO9YN4QBReMMA5hG8CdWwKJ1DzEWIH6x/g61PB4EltS0NUUYmS16WsmFQxfH742izrPjmNfP8ks/Gheyom5Lp7y7/16VK2JWhcHyV/VC8UwcSABNGK7YigiBWsSRE+wZCJymF+sB7F1yTFu7fkiUy41qSsOwFSH6SAb8V/+wEx+RJBDX3DsL3rOp3sPV1ax1VJybQ/qWu4o8J0MpqWVq2L4Vg63SQFRLMYIK4CKpJP4rkkFSEzGKSla23LTBpS04yTtKqA/I6qgrKvin8HarYCrl4IqcnMc50iifBVpAXoS/WYoPb3UbQhNuJjT1Z7Nxk3BHRj2jjXj0wlMJN0Bcfn6ScpuTGYPIAk0TfViEBSiQmpglKzhqamSbpmHEQkl13+Lx9T0+pgWtZRiEmoUeTypKpQor0lQ7v4U0J7U2aF38JoAsDQd3gbyjfr1kFFpoOJunESMFGBRh8rc5IQvjdps0PsdxDiPRFq27StfMYP8nXAsNGDyTVZx0c1nFDJsgi5jWlvVhqmm6TUBlJavhO0eCkLaYSkIyATdytZ5FS1tCQTlW5AMXBJo42NxYq1nyIGD3mgkyZMJAxVBZm3XLpr9MeGLRkFIs/s5lJRapkoJy7KrFQVtRzqQosik0GbRCbogPl4Y3ovU1dHefvXEBHnVBPWBNNNUkC8wZi+hLRGJktZQ/lJuuuy/ePpyKQMjJpfWkcram5rAsqk/KXFbrk+4rwYRIDQQ7r8O4z9E4t+aoHCihFUJE0h9uEh1PXSUxnEVHQQH3ajFD+XVjZhOJHsxijKVzX0yIukvWKy5IQho4dAaqUA9YVUK829mBV9EHzkWE5W9O4ZsWARa1jaEfuedOuFcttKOq5u6g3TZLR5XZ+UJ11ZY1oZ+0GTYEqE6naQtPNJ6QzHpukmKbVxGA2ICQ9GPNS0jWmhJY+k/suzJqUidm1Ok9VxYiJ7puRGTjA0fRadWflw32ckVPfwjzX8gQUKEg50nh8QFEOo9qPUAvX5QEl8hEQVH1yzDRVUo4kkY4s00kl9UineLGK+AkU6Z/iYuG9epElTOiQ9p1DNFzzj0AiEAJakhgX4ugZ/VxJBBR9PvHfJDx61CfetZwfWMEK1FyMWAsCPS0zy1haVkOTrZdILK5SzP8fuZTCmpa55ZUzE8yCJ7LL6c9J5uVyGZZxukiqCrDUp3QxA9gwhr5UUWZMqO/2oUNd+dOd1qHpDb1a5CkKWpsJjBdV9ZSKJlJJIJC19Ueku6VpT9V9RDBFWKLVK5uhUaHuHpS4x4Qj/F425NERaMJCKrOF0eQkqD4zWvErsO6OSXZZXHgNMN0lpPA+bXZeybyBtoVFcV8UAWiY5jaq7TkKRWV3ePFV1q+yBGhiWeKV7y05tI1WfFQs3DyAc0MTsW4UsSQGISQpD/urMHDlHeedcU1KPm0hZSf4BTZCpJsxBTkmm96q6L5QgqT5vET5FrEuFZWGKulaNdmtFbcC2FTKJqfxKNGaKqaNNJrEpUlPepYykfPOizLGtBIluuklKB1P9qIldfxEDirwEVibhVWW4UJbqoIj1pR2o+mSVa+wcEtekTBFb31Cs+SwaJyjdb+P7lGBAkOdexOeqvbxEquZRBdR1KP26lBUS1FDZErosRXz9sTTE1ICS6k/8B8ohKJ33nKoNklTUzHBs+knK5GVmmWFmOXrVEYm809z0fmo+8iBbROVWB1RhPFHhDvlImtJLUYlFqkd/jaHoGlYZ963azH1IvSis++jwO6Msw6IvzNTQTDzNKq6svmi6zjtuwwkZecjKxNS9iLUh1gJJ5UUaIWSpAUPPBppZfdr90v5npa8aaXVO6wyjqghNrsvZ0dQAcgC0e6My86kJIZmaoGd5Yk/L23QNKj2vbOMJ4czWpIzEB6imealew0wmGqkBOXXSjpNg0JCYh5B8DNewTPJMS2fan+T+kzUJL1KOMtNnoMZT9AYNJou6kFWDBoVRg824o6IhqfWOtNlVXZxSGiIt4nIe10hEmRyvN0zaY0WZqsvU0Oe67SGe6jw650ylTCfQo6wJyVGt5e9JYMS1rXXaDRuMjJosqmahiN++uiDv5uE85DJpIioLab77xoIw5lmN+8OkCEp23jsC1h9JFX1oZYaNT3t5dRv8TUKXjPu+DWJYK4SThTUj2ZYhIU0aYgwzHcdGqPP6M5xIQ94GYOLdO826z+Qacd20YhTP9COA0MA7dVqaSc/CJ4yipulD+Rh4nBBBD8tEbd9fHi/n04CsMUseByuYuE7x6NegQYMGDdY6GpIaJ0ZVNTZosM7RxPkaM/KMPRWNUw1JmaAhiQYNxopxbk5ec5jEulWFY+T0r0nlioiZFoimaGROxbdc1n3Ua4uuU+lQ17WrvOtSY+hktV3PyAHVTdO4BvZJGGrIEpQqTYkQ8qUhbRzxKWCPkUF1ZRkXCZVNPAWNKaafpFTkfbCjklPR+4563TiRRjKmoeGLGlDonrO8SNuyY+lIxvvUmaQTK/kaFgyIlEzn7H4U44hJWw1SwkALqPcIY/rQ8aJt5N77VEEfVSe3on/4FACJ9xXTPrZGsX5rDmQTVEl2/mND3ctLWfyTlCYLGXXMIirtNRbjnwrXPMY56E+aYLIwHGMr33NPmu+QtLC9o8CXAm+K/+FvsWG2xn0vL2o0jky3JCUaRRXqJN1LqssehSyYOnjMg7S4MDqVZ548k5C2N01V85JhMUclKyFF8YHMDn7ryxALCaEJWlilVJWluquSgMrMO4l4EoM+JjSfpOMqVCnZaCN3moeIpHPCxDxVwyD8e2YFRU2QktS8i/axpHsKFFmmGDOmm6QalItR1QpZIaVHha4TGXSsMr1ODMVqqmEP0kW9nUZVZakQpBF+j2lA1hGdSlzjVOdNixMBCetb3ZeEGr+wylGWyrBmzzDVh9sYUXc13LQhbT2xgYKCk7xJo3KS+tSnPgXLsnDdddeFx3q9Hvbu3YstW7Zgbm4OV155JY4dO1Z1URoI6IhoChrresd6ILgqJL4ia5TrCjXv+5WS1KFDh/D5z38er3jFK2LHr7/+etx///249957cfDgQTz//PO44oorRrvZOBtizV9qIvJISUnpatzhLU3ZChlRBOtRzcbR6cdUEVTZZZ3WcUpBZSS1tLSE3bt34wtf+AJOOeWU8PiJEyfwxS9+ETfddBPe9KY34cILL8Rdd92F//zP/8Sjjz6qzavf72NxcTH2qQyTfLFluvk3uh+Nf5vCtDOV+Sxz5jVVg9MUoVzDipz31uyPKgXj7nfjgNq3p5iwKiOpvXv34rLLLsMll1wSO3748GEMBoPY8XPOOQc7d+7EI488os1r//792LRpU/g5/fTTqyr25DCpjpLWeKe4YZtgLWzoNcVaVxVWZnqeF2WufZY10ZpUP87abmKISmyT7rnnHjzxxBM4dOjQ0LmjR4+i3W5jYWEhdnzbtm04evSoNr8bb7wR+/btC/8vLi5GRCVbxqSZhJqaO2ddq9sfMWStk+Ol2Jay/6JoiOeKvC6nmcgKpJn/FzGdHaFTZRlIiE2essUf3yPFZ+pqVUjK/h1uYl3OcxcWeDrLvKT0WccT03h6q8Q896pSoqKEDZmvR4EoGQhRPFBIkw2+kZeZSdJp67KhBMKAVlrhA2/7sudzNc790H0zvKSnjWnjJJwytRFJ20gMUDpJPffcc7j22mtx4MABdLvdUvLsdDrodDpmictURaXGUiqBWEa9NimfsgmrDBNZ071bajr1HYQTA+mcMlsTRKV6HQj3STEWckuSykhVLVEbhbwfaPOWTMLH7c4o6V51lLTy7kdTJeOhCYtMPCpMJ6kxUpKutUk2+cTup0xwRR66ifa4w93UTFVeurrv8OHDeOGFF/DqV78ajuPAcRwcPHgQt956KxzHwbZt2+C6Lo4fPx677tixY9i+fXvZxdFjjauxhjphGURY1TMry29hCsYRnXea9yHVkaBksHEasCTuI2L5LGJHVftlTdbWEUqXpN785jfju9/9buzY1VdfjXPOOQc33HADTj/9dLRaLTz00EO48sorAQBHjhzBs88+i127duW7meyLq+zNcLpGMU3kVsUaV5bqr+hsr4gloeE716n3Mq8hcTVelscDWU2nU9lp79FssI2h6LMwXlfMQxqylKQ9b+qvMkPtF97LsN+UJVElqeprSoSlk9TGjRtx/vnnx45t2LABW7ZsCY+/853vxL59+7B582bMz8/jve99L3bt2oXXv/71ZRengcA4ooVWrZbQEe8IHStrsV0lq7WAOpNjfv992ekJZSCTnFyWTVQjlyfhmdWUoIAJuUW6+eabQQjBlVdeiX6/j0svvRSf+9znRsu0LGnKaMG1ohdq0qBHQZqLFhP3LUC2IYT6/CakS+frEcNljPz3FXuHYp2kkk2nI6rd6kxApkha9+MGE0zbPQhyhOrIJVFFPh5HgnrPpD5epkZIlZamkJwExkJS3/jGN2L/u90ubrvtNtx2223juH0cdVXZTcptj4mDzSSyqtLfWJLBRAWo3vu5lV9KyEE4o5DT6MSYbxIiyplW3qy6pElQIkxHpnq3qvZUplSUFEsq78SvCiLK8tOpG2cLjhc1dI+ZE+MIeqgzOwciYkmaGWURj7hOTpd2TZVSVhGYENWo61U5QWi2+bFqfi7/HtowWrNHLmOUoIdZcabGZUyRVOasdcDyNvKWYOBA7HhfyCKqPBqTSQY9FPcvI41IV4Copp+kVJg+sFHjFpkSS2oZ8np6MExf9shahkSV9Lx15rZq/rHzQt0YDAyt4FtDgoKwCKVSILyorGkqIvUR8r07w/coQ702KTVdXiIqSlyq9DT8rX8PIuhh0l41EQMs/K9uOVDbUpJ0nuZ4VVX56cLCyAELTQdhdYIriM2X2qjp5LtsVKlt8vOPmzWeJ1aIwtF466+/BTBMoFWrEkdp1Gk70tP2tVSIIYLKqaqrA8qShOpung6kr0kROeacwDi8/JfdZscWWqR+yyHTTVJhRMyKda7TiCrIKXX9ilZHVqZlkeqbpPKLbejNQJZAOuQpoWRpqChBmHidqOK+VaOogkDneDgXRNtWx5ssIjIhqtyGHCMirIvSX8sK0VMBppukGphjXIYZVTZ2XR1KuNc0xSSqK4GoENJnWcQdeqY3MTsfw+ZtY5h4phln39Qdqyk5CTQk1aBBgwYNaouGpHSo+cxiKtA8wwYNGpSAhqR0GKclzVqETZpn2KBUUGq+hYFaNfISIluEjsurRF7UvK/Wu3RZEC+9ij04NX9xmeDxDOL/R0VWJ6uanOQ6iLLY+jrShDahG8AoK9Z+TMNqFIVuPcdkjUdOU2RNqByzeiv4Hj0vGUXf1UgQ7TrveGNKSqZ9c9S+FdaDxP+rv2uGepaqrqjrTCgNKllVhVEbOLGGO3+FncZktj0pJyAN9CjyPighYLq2VQbKGA8mtVs8qW/VkKjqV6IiGJcJ+rTsk5JRpil6lgn6KNCZoKdGDc7wKpHD60Rimpwm6HXBtFgA5kWR8ZxQyk3QKxkjSshz3CboWXnVcC15uklqGkljXFDJaRxiQdXmrFkm6AZ11JFTWSbo49gnNQ4vEWWQXNkm6AIT2S6QtE8q87oKnN6OAnV/VNLvmmG6SapBgwYNGqxpNCTVoFyMy3CiRExkMX6dYK2qHqcSur5ZwzUoFfUvYYMGDaYOeUN4rGvU2dV+DbB2vKCXGRW2prrZkZEWfM04MFtGGAL12ZU5U6tId696024wDP36WHI7qMotkvp7KB1j6UYx417HNgkmKkJ3lB2hV/WenubtvcZYOyRliqxFT5OXVsVgmRYOoyqIzqGrT1qsrEmVtSQkxpMi2cEPeciO0opSOuqqXst6ZnmjHWdNKkiR9lI3QyzdxNs0bEcs1EhFSIsVpxtnCwoRjZzZoBimcc9YgwYNykUS8ZS4L239kdSYIsTmhm2Nf+AXUlKSaq9OuvISyyJv5FWNJrLc7xBq1Xq9pc5SXu1Rt4mXbqwqoj6vyjgiaywVm6hH3Exdo1GoQYMG6xl1VVU2mCyaNam6oI7rPGLNSoeyF3mzMIY1KSB9UR5o1qSqRN51qdKxltak1GuqQLMmNQGYuOEpY7D0WXKHqF1HKe6aiKcp+LwKXkd8mrhoXiQYXhJp1Zmoph3CMjAvkkLI50aRthdG6zW4tuo+XjYpCbdS6kc+r6YrEetPkkpCkRdrIk2oEpLRwK6kqZuuvEGDmqA0YioKnwHjnrDIY1XVm3FNCcckXcFtQtNPUrL4q3sIJg8vi6BSHasmEJV6jS4PcW0Wccnnp5GwxPM17VCjzGQlCCezhLHcJsmqBDXNkhPxp6/8QvVXVKoCAMLStADKOdHH5ONFJZ4iKrmk67MG9nGYmFeVp2H+009SKuq65lQWkjrOpMhr3GtTOZGm4pv4LLwgiA8QD0B70iWZLHK/vynYuNpgGM2aVIN1C4r6kmsW6NqbXjZooEVDUg0aNJhKTPMko4E5GpJq0KBBgwa1RUNSDdY0TMLEN2jQoL5oSKrBmkaRvVENGjSoDxqSKgMm5ubjLkODTEyrdR8QWPdVka+v/z1JJLqWlN7f1L3LPP11rVssZ6AhqcIeEWpATONCRXGcRsZafuYNjDF1BJWGpk0PoSGpLORpNGnujsrIf9rh0/yTApPnU/JMswmA2GDsqNtEsEbS2/omqVE8TdQR01LeNLIa0zshyD8ojOL9QFuGitVpskqwLqo7FVV7wiA1GmyHUNf+WrNntn5Jqtl93sAQdP32klqhkXDXJ9Zv96vaMWODNQPSzGdqATVAZYP1gWakTkONfdI1aNAgG7SukbgbGGP9klQd4r5UgWkqc1mWlRqUEVNKeEKvi7qvrutK40IRdR8R8Y0S10BraujULEeEKL377d+/H695zWuwceNGbN26FZdffjmOHDkSS9Pr9bB3715s2bIFc3NzuPLKK3Hs2LHiN81tMVaQoOpmgZMEuexFLA51oDS5/qPcQxhR6Iwp8gaaLFgGYrGR1jsmHlE2J+pAdnkd5Iq9UoSw1OjJhNFyN3AntSnZuEC0W92xovnr7leWQUNScMIKAhaWgdJJ6uDBg9i7dy8effRRHDhwAIPBAG95y1uwvLwcprn++utx//33495778XBgwfx/PPP44orrih+0yrWlxpV3zCSdlUCU/+8mvWO6QGlY3xXSe16EmrEsu4p8lHzq6lqtHSH/w8++GDs/5e+9CVs3boVhw8fxq/+6q/ixIkT+OIXv4i7774bb3rTmwAAd911F84991w8+uijeP3rX192kYYhk1rajEeNpktI9qzeJIjhKOmz8jI5VgRlEFTeoIdhvtJzT7uXdI4mlFf48qPS/EwlKPFfDIbCcIL4+nsTv5h0klf6ona++1AnSi/fqw5Sn4iHZRqQkVLwQZQOB6SMpbNIzF8jJRa/Lqnt2RaQ591p+5gQ86zhY6Z5qe1Vvb5sAknKTz5eE6mqcm37iRMnAACbN28GABw+fBiDwQCXXHJJmOacc87Bzp078cgjj2jz6Pf7WFxcjH0SIRql7qODTYpJYqKB2Vb8ox4zzcPkflmfqjBOgsqTVtw7pQOnOZjNE+qhDioyAWpXF0+qTmTGyd9KnBeK90dhmb3LOln0JvUbW0Ook5Jwqrxv2pisJq2uFAClFNdddx0uvvhinH/++QCAo0ePot1uY2FhIZZ227ZtOHr0qDaf/fv3Y9OmTeHn9NNPT7kpS/4kYZRFSrEeo1sHMg0LbyJJyXkmfSYB0/vmecYl6vPLisw76QFbRhiZt6K8db8nARE+Pst3HwEze5d1MkZIa7tqOScl0VR53xzrX5WS1N69e/H000/jnnvuGSmfG2+8ESdOnAg/zz333OiFS1qsj6VJGfx1xyftFqkqsirLYEQ1ktA9+yTjCfm/ekzT2LOs+9I8TggjCtW6b9IeJ3KnX2MeJ9acdZ+cl2iv4cR1goRaMwOKyoJQX3PNNXjggQfwzW9+E6eddlp4fPv27XBdF8ePH49JU8eOHcP27du1eXU6HXQ6naqK2qBBgwYNaorSJSnGGK655hrcd999ePjhh3HWWWfFzl944YVotVp46KGHwmNHjhzBs88+i127dpVdnGTkXdicFkxTmYuuERjUMctwwgSq4cSkkdvQorIp6GRQxALTyHAiD8bVv+q0fjZhlN6M9+7di7vvvhtf/epXsXHjxnCdadOmTZiZmcGmTZvwzne+E/v27cPmzZsxPz+P9773vdi1a9d4LPvWMqaFoNI6oE3MLC5HBC0wP0uy7itchjGuc9VpTU2GqXXfmkRd+yux1ra67/bbbwcA/Pqv/3rs+F133YU/+qM/AgDcfPPNIITgyiuvRL/fx6WXXorPfe5zZRelQV0RmphriMLEC3oJnbuIF/QGDRqMH6WTFDPY7d3tdnHbbbfhtttuK/v25WKaXAwBpQ3gDfSownCiSilCNZyoo8Sy7kN11LG/1uyZNYrPNNSxATVoYIi1tiZVBI2D2enH+iapKownJrkQW3dSFRun0zZQq8fVOo1hTSppgb5ZkyofdTWNHwvSPE5MEjk22o4DNXoyE0JZFmZVe32YJOrUgWQYeJxoMP3I2qZn7HFiGrBWx5ARsPYUApPwPaUjrKrWs5pGnAtluUWqG6p0iyT7+6uzpJP7/dXJrDtPP17nk7AavbUKYOK7Dxit8ab64KrAd1/dMEnffWNEnQbruqruyobw3bfuUMP2P0msn6cxCYsVY7929bKmmTjq5GOtwURRtkVlg+nD+iGpqjAKweS5tiGyiWK9SC91wrp95s0kLYa1T1ImzhKraBRVkMo0E1XT8Ro0aFAAa4+kTMNzCBQdPNNCtFdJJpMI1ZFmXjVJ4gzDy6eFEy8nVEedsF5CdQisq1AduuM121w7bqw9ksoDk0abVyVXF9f/dURWmA6RJvZfE6qjBJiE6lAx6VAdufNfY6E61hx0oTrqgPUSqmNiSLLi0z10kzDySebk8vEkC7esAVUNT5+FSVn3jTMyr+pgVn3+8v1GiMxLQRJNmHWbeauwNCs6QJtG5k0KH5+V9zhN0E3cNa2LyLyij9UhMq+4X02IavpJSrzQrBeZtX9KbRjqQAnwwVI0JkrNTcyzMA7yKWtDbmadS7iPyEN+B/Jz1yF4v9QmYZgO4RKHWhYoISFhycRFmRV9qBWG51C/w9tQC8S3ai2ZqGUrQ1rR58sSiZv4VnDejOz4JCCaDBDCryUkeg+EMD6BoNFEQiYnCou/6/B9a9piuO1D49lEEIRN4mnToE6Usjym6EAS7qcb00btX+pkXNfX0u5fJgzzn26SKupxwMQVvS5kRJWbdMtEFR4i0jrbKB1HfXfyexHvQPfcdYONVO8kn20yUSVKUjT+nTwQp/8fFTpyMSEcHnYdxgShu76OG3op1TftNEmKEgJGLFhyezByh0biv20SH2/k/9prDMck075alhRo4o6sTmt3mHaSAuKDnOmL9KmZWlAnXYkBs2wiCEfEMasksog3cbOyYTmLTCAEKBueLBBl8BDfdiQ9hRJU8FtIUWJmrUpSAJ+pC2mK/0fsm0tQmuIaDOBZa1mjkJEoQ9GAiEnlT5LI8khTAjJZim9VcoJk+EB8gNjBM6cA1eQvS8DhMSsuLQ9NVNT/oeSU1v5VyUjzXw6qmEdyUssi55d0P9P+NIqqrixCjGmjNHkajnXTTVJJInYW0gLrpakF02b2o6JMcqrCyW3aMx5FLZCmZhUSr00AYegQrgNq1LzS71DlZ5FQBcT/y+sYQRplDUpV9cmReeXBVT0mfpsgiZiKSC0irzzEpv4fl7SUdJ9QzUeH25IlqWEBFql2mRVKUTG1n6Tmo8QCtQls0b+SVGsCsoSkSkbypEg9P1QhUwkpgZBGXZcapU+WtRZVEtlNN0mNgjRdrEDNIlRmoo5uk1RkNdysyLyAme4eGFqTKBI6PnYbzbEG9YGq8qNJRKHrJzYBkMSguvQacpmG/meCxnCiZMTWJAwaiU46AtIlK62hhWUWtMxUlWZqCTgJjCpFjSLpqs8/Ft5g+DclJHlwCqBV9zGh8lPSBqomvaqv2DuRpRmdZFOWVEPtuBl6KHFpen2d1p6AQKryWaJAoptEAJKkbGJ0UGSmX5YxQdJ6lqw6TLpfVrnLWlOqYpKeoPlIvaTcEkwxigzEeRzDyh+Ta/Lep4ERdBZfSfGj6gBhBDGO/URrZc9SHok5EaNIR5MObVOmqb1pbCkTR94FCX79kVRRb+hF17+099GQleoRPQ+pjVQWklyntHOmjbdwvK7RZr1ZEVnTrPsmgdyGDwnp8x4veq8yCW3ISlIjJUWGLFb0WzJDTwtiaYxRJKvQ8s/EctDU8q+AFKVLl9aPTaFGlEiLMGGSJgemX90nUJoYbrBWZbJuUujeYyCktHM+zW7Mps95AhsnmaZskaWfeXmS9kiVgVHJYtIquTLLkNdaUuyVih3LkIKFhWfqY6+LpqLsfUm6iV6efVI1wXSTVGixU5NGVmfk3RtS1T1GzT+pk6WgFPVPgKFZf0U+9EZBkgVfXaBaRpZVvtT3PKSpGMMkqgpvLKMia59UDclqukmqKEysV3QD4rRY+1XRAasIGqnLU7eZd8h4ImMvichKyT8yP5dMlBM39EbHVQMJ1QS9bGS6CTI0NS9qzl6epGTl8ndIkmyXCo6bRpMT20o06ksNaApo1FwFNvOmqdNN0pWNGpLV+luTkpElgdXJ15cp6lxmEx11CVJx1npU4nXMqkTFF+ZfM4mmTshrKZk0VyxlbUoH1cNEEe8S04QajSNrT5JKe7hp/qmSWn3S+tOQI1TpvnlmIWWub1XVsMqQooqST9pz1vw2MZgYOqZ4LpBhSRt6J70eVATUKa6SrHINTPUyoU0TeJzIC9m7SDzDgqq+KvpV0mZdVUtQ1f2nCNNPUnncIlVm8JBgiZa5KbUGnaWOGINatU6WfUUxilukaYYq7VJmlbruWCto3Qll1LVMjxFlj5dpXjUSsE5GPQMUlRbynDNx7ph0fpoJqjFsWVMYByEO+Qis0OJyCEX7e11QZn/LY9RhMo4VwPRLUmUi7wy+iMWckdsfSRKbhk6RhhoT1FqQpkaBHG9qHCBeuQRX2/e31tao0vxrqucrMLyY8hGwAEbdXFrGoJu1gVb3e1Kowqpv1PsaoKjxRN2RtrF2Uio/Ewu+MsiwTsFrR8Io/aYO7VqMX3kcAYxQ5+mWpCblBb2KNZOyB3zVIKQsck27Vxl56rygy/egyV7QqWI8EYboIHpP6Dw76bcUnkN8gLgHBNkKLa/n87yoknTSjCKqNZhIPybM+6nULLQeKFKCHob/RZgWQiLz8CSrPJsA8AEn536qsB2K/HOskQPpa+pZPvxM882LMse2Esa16SYpHUziRAFm1ng18wacCV3dy/bEUXUe6gSCWABI3OFs7BxiJu2mzmWpFYWPj8eRUvZE6QxCM4IgyufTpIwqSCiLYFTnsknp1fhPVRCXanWoCyKpDXKoGk4MherQxJIaurmGHNKCGKrHZUewZRKUbuI9bumpZuNeDfRJNUCZUsw4ZzzjwrgIquYo6vW8wejQGUzkdgxcd48qDbRYP099RCeH2vyqzH9asE7qnBl9tobukdYiJrYuNU5jiLqQYRV9u4DT2Zo8jQYNJNSlkzZoUBXWyeSuDDSjQRmoQ4OrQxkaNGgwfkz7PsoMrK2a1WWgrks5GjSoOZp1vhGhmnmvQbJaezVq0KBBg/WANUhIOqyPWjZo0KDBNKLRyqyxfVKUpW/GTUIRFx5y3qPsJyhrL4Ja9zKR5p7J9L55XDylvY8S60kyvHDHbmuz9D1PNelJ0+SpnTrm+8hERF4S2z6Us+9k9XM/JT+fAaBAq6wIjSntWO4rWemqRBX7pAqMmxOTpG677TaceeaZ6Ha7eN3rXofHH388fyaikvLLoiz6JMGn8U9S3mo+NQoEpoVcZt1nFOR9Vml5ZH3UfMUxkb84Jv8PfhNKQVLKQViQjkX3IRYDIQzcMUF8MKQEoFLIch1ZqW6J5PNpay6TIJSsDbTq8aq9agDx56eLKkyVkPGEsBhBEbBwwkEY45+kNqC2JflYUlrd8Vi7DL59JU+1Pav5yf1GLVfeMS0PkvIrc7woERMhqX/8x3/Evn378NGPfhRPPPEEXvnKV+LSSy/FCy+8UDzTMgkk6wVV9QLHMTNKaoimpJZGVrp8qkYaIQWDR/gdEpQ0wOWdjcu3XkfhMcpClc9MlYwFURHZx1US1DadJlXlhdxn0vpO2f0/iYR0x2pESiomQlI33XQT/uRP/gRXX301zjvvPNxxxx2YnZ3F3/3d3+XPTJ0R5Zmpy3mkvSz5OnmmU/Zn1HyLIK2BmjyTrPsW6QRJnUncVy6D9Jv4VBqY4oQ09C3PvhWiElIUIQALZvGUjJ+UTP3cyZ88eSdtQM6SnobdF2WrX6ltrhIVEhUlLJSiZEk3lHaDd0gsFiMoLk3FJyg8Y6UN6YjIY8NtLE0a0klTWQSn6zdy2XRjjJzO9KOmz4sqxrgCY9bYNemu6+Lw4cO48cYbw2OEEFxyySV45JFHtNf0+330+/3w/+LiIv8RegQNXoDpWoWJWirturqq/fKWK8t/oXxefWbys067b1oeWUhSgfgUQOA/TTR2YsNSCYpytQ9X/1CJoCgAO/gdEVWk9mPSYGjF1HfhACpUVDl6kBjcs8guKYihqepNJiziJeeXVsai52UkrTfx58fC3yJt0kSAaqbSkdtGhZxA4/+DNhASh6+2pZQ2qarvQICWOC63QcY9UlAazXDS8hXeK+R+YxPE1p/UtSiRNo9Fn0+LRwyvEcZOUj/72c/g+z62bdsWO75t2zb8z//8j/aa/fv342Mf+9jQ8cWep66kmhUibbBMUwtQpaGXDdHYx4mww2jqlFYW02ed4fA1FeokRC6jHbhV8ShgWcCAAo6NPgV6PrAMC55tYwk2+m0fvZaP1RaFaztYbTP0yAB9exmDXgsDrwV/yYfv2qA9B3TVARsQsGUHcAnYKj/u9wj8vg3PtTAYEAw8AviASy34FLAYIDSJRHZ4yuLPVrd2LB8jCYK9vDTjUl71WL7iQ6WJPQ3ykyfjwW9C43mq99D91h5LiOtEGQvr4DFeZmYBrg94PsOAAQOPp/EGFB4B/D6F3/NBfQZqUVCPga14oEs9EIdxCiIM3uwKBmQJruOh76zCgodVuoIVdxXE7WPpZA9+fwBn2QWWXdgrLrA6AHoe0Pd4IQY+f4iuH5/de5Q/nIHP2xlDsAeJApb4HTiYtazoP2DW3nX9KrzekkR5XbqcJCVfUzOSWuwNAACMpY+nNbFJSseNN96Iffv2hf9/8pOf4LzzzsPp/+/hCZaqwXrBYvApDHVskP8PCuY5UoHGBMGaAwA9jFTmF5X/RwF8u3h2DWqEkydPYtOmTYnnx05SL3nJS2DbNo4dOxY7fuzYMWzfvl17TafTQafTCf/Pzc3hmWeewXnnnYfnnnsO8/PzlZa5SiwuLuL000+f6no0dagH1kIdgLVRj6YO2WCM4eTJk9ixY0dqurGTVLvdxoUXXoiHHnoIl19+OQCAUoqHHnoI11xzjVEehBC89KUvBQDMz89PbSOQsRbq0dShHlgLdQDWRj2aOqQjTYISmIi6b9++fdizZw8uuugivPa1r8Utt9yC5eVlXH311ZMoToMGDRo0qCkmQlK/93u/h//7v//DRz7yERw9ehSvetWr8OCDDw4ZUzRo0KBBg/WNiRlOXHPNNcbqPR06nQ4++tGPxtaqphFroR5NHeqBtVAHYG3Uo6lDebBYlv1fgwYNGjRoMCE0XtAbNGjQoEFt0ZBUgwYNGjSoLRqSatCgQYMGtUVDUg0aNGjQoLZoSKpBgwYNGtQWU0tSpQRNHBP279+P17zmNdi4cSO2bt2Kyy+/HEeOHIml6fV62Lt3L7Zs2YK5uTlceeWVQ66j6oRPfepTsCwL1113XXhsGurwk5/8BH/wB3+ALVu2YGZmBi9/+cvx7W9HXuAYY/jIRz6CU089FTMzM7jkkkvwgx/8YIIlHobv+/jwhz+Ms846CzMzM/iVX/kV/MVf/EXMUWfd6vHNb34Tv/Vbv4UdO3bAsiz8y7/8S+y8SXlffPFF7N69G/Pz81hYWMA73/lOLC0t1aIOg8EAN9xwA17+8pdjw4YN2LFjB/7wD/8Qzz//fK3qkFUPFe9+97thWRZuueWW2PFx1mMqSaqSoIkV4uDBg9i7dy8effRRHDhwAIPBAG95y1uwvLwcprn++utx//33495778XBgwfx/PPP44orrphgqZNx6NAhfP7zn8crXvGK2PG61+EXv/gFLr74YrRaLXzta1/DM888g7/+67/GKaecEqb5zGc+g1tvvRV33HEHHnvsMWzYsAGXXnoper3eBEsex6c//Wncfvvt+Nu//Vt873vfw6c//Wl85jOfwWc/+9kwTd3qsby8jFe+8pW47bbbtOdNyrt7927893//Nw4cOIAHHngA3/zmN/Gud71rXFVIrcPKygqeeOIJfPjDH8YTTzyBr3zlKzhy5Aje9ra3xdJNug5A9rsQuO+++/Doo49qfeuNtR5sCvHa176W7d27N/zv+z7bsWMH279//wRLZY4XXniBAWAHDx5kjDF2/Phx1mq12L333hum+d73vscAsEceeWRSxdTi5MmT7Oyzz2YHDhxgv/Zrv8auvfZaxth01OGGG25gb3zjGxPPU0rZ9u3b2V/91V+Fx44fP846nQ77h3/4h3EU0QiXXXYZ++M//uPYsSuuuILt3r2bMVb/egBg9913X/jfpLzPPPMMA8AOHToUpvna177GLMtiP/nJT8ZWdgG1Djo8/vjjDAD78Y9/zBirXx0YS67H//7v/7KXvvSl7Omnn2ZnnHEGu/nmm8Nz467H1ElSImjiJZdcEh7LCppYN5w4cQIAsHnzZgDA4cOHMRgMYnU655xzsHPnztrVae/evbjssstiZQWmow7/+q//iosuugi/+7u/i61bt+KCCy7AF77whfD8j370Ixw9ejRWh02bNuF1r3tdbeoAAG94wxvw0EMP4fvf/z4A4L/+67/wrW99C7/5m78JYHrqIWBS3kceeQQLCwu46KKLwjSXXHIJCCF47LHHxl5mE5w4cQKWZWFhYQHA9NSBUop3vOMdeP/734+XvexlQ+fHXY+piCclo0jQxDqBUorrrrsOF198Mc4//3wAwNGjR9Fut8PGLLBt2zYcPXp0AqXU45577sETTzyBQ4cODZ2bhjr88Ic/xO233459+/bhQx/6EA4dOoT3ve99aLfb2LNnT1hOXduqSx0A4IMf/CAWFxdxzjnnwLZt+L6PT3ziE9i9ezcATE09BEzKe/ToUWzdujV23nEcbN68uZZ16vV6uOGGG3DVVVeFHsSnpQ6f/vSn4TgO3ve+92nPj7seU0dS0469e/fi6aefxre+9a1JFyUXnnvuOVx77bU4cOAAut3upItTCJRSXHTRRfjkJz8JALjgggvw9NNP44477sCePXsmXDpz/NM//RO+/OUv4+6778bLXvYyPPXUU7juuuuwY8eOqarHWsVgMMDb3/52MMZw++23T7o4uXD48GH8zd/8DZ544glY1pijhCdg6tR9RYIm1gXXXHMNHnjgAXz961/HaaedFh7fvn07XNfF8ePHY+nrVKfDhw/jhRdewKtf/Wo4jgPHcXDw4EHceuutcBwH27Ztq30dTj31VJx33nmxY+eeey6effZZAAjLWfe29f73vx8f/OAH8fu///t4+ctfjne84x24/vrrsX//fgDTUw8Bk/Ju3759yDDK8zy8+OKLtaqTIKgf//jHOHDgQCwO0zTU4T/+4z/wwgsvYOfOnWE///GPf4w/+7M/w5lnnglg/PWYOpKSgyYKiKCJu3btmmDJksEYwzXXXIP77rsPDz/8MM4666zY+QsvvBCtVitWpyNHjuDZZ5+tTZ3e/OY347vf/S6eeuqp8HPRRRdh9+7d4e+61+Hiiy8eMv3//ve/jzPOOAMAcNZZZ2H79u2xOiwuLuKxxx6rTR0AbklGSLzr2rYNSnlc+mmph4BJeXft2oXjx4/j8OHDYZqHH34YlFK87nWvG3uZdRAE9YMf/AD//u//ji1btsTOT0Md3vGOd+A73/lOrJ/v2LED73//+/Fv//ZvACZQj9JNMcaAe+65h3U6HfalL32JPfPMM+xd73oXW1hYYEePHp100bR4z3vewzZt2sS+8Y1vsJ/+9KfhZ2VlJUzz7ne/m+3cuZM9/PDD7Nvf/jbbtWsX27Vr1wRLnQ3Zuo+x+tfh8ccfZ47jsE984hPsBz/4Afvyl7/MZmdn2d///d+HaT71qU+xhYUF9tWvfpV95zvfYb/927/NzjrrLLa6ujrBksexZ88e9tKXvpQ98MAD7Ec/+hH7yle+wl7ykpewD3zgA2GautXj5MmT7Mknn2RPPvkkA8Buuukm9uSTT4aWbybl/Y3f+A12wQUXsMcee4x961vfYmeffTa76qqralEH13XZ2972Nnbaaaexp556KtbP+/1+beqQVQ8dVOs+xsZbj6kkKcYY++xnP8t27tzJ2u02e+1rX8seffTRSRcpEQC0n7vuuitMs7q6yv70T/+UnXLKKWx2dpb9zu/8DvvpT386uUIbQCWpaajD/fffz84//3zW6XTYOeecw+68887YeUop+/CHP8y2bdvGOp0Oe/Ob38yOHDkyodLqsbi4yK699lq2c+dO1u122S//8i+zP//zP48NhnWrx9e//nVtH9izZ49xeX/+85+zq666is3NzbH5+Xl29dVXs5MnT9aiDj/60Y8S+/nXv/712tQhqx466EhqnPVo4kk1aNCgQYPaYurWpBo0aNCgwfpBQ1INGjRo0KC2aEiqQYMGDRrUFg1JNWjQoEGD2qIhqQYNGjRoUFs0JNWgQYMGDWqLhqQaNGjQoEFt0ZBUgwYNGjSoLRqSatCgQYMGtUVDUg0aNGjQoLZoSKpBgwYNGtQW/x/A9MDX9Ky9dQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, _, _, _ = load_gunpoint(return_X_y=True)\n",
    "transformer = GramianAngularField()\n",
    "X_new = transformer.transform(X)\n",
    "X_new.shape\n",
    "axs = plt.subplots()\n",
    "plt.imshow(X_new[0], cmap='rainbow', origin='lower')\n",
    "plt.title(\"GADF\", fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f0e11a7c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.022751 -0.002751  0.012249  0.022249  0.027249  0.022249  0.017249\n",
      "   0.007249 -0.002751 -0.007751 -0.012751 -0.007751 -0.002751  0.002249\n",
      "   0.012249  0.022249  0.027249  0.032249  0.032249  0.027249  0.022249\n",
      "   0.012249  0.007249 -0.002751 -0.007751 -0.007751 -0.007751 -0.002751\n",
      "   0.002249  0.007249  0.017249  0.022249  0.022249  0.022249  0.022249\n",
      "   0.017249  0.007249  0.002249 -0.002751 -0.002751 -0.002751  0.002249\n",
      "   0.002249  0.007249  0.007249  0.007249  0.007249  0.002249 -0.002751\n",
      "  -0.007751 -0.007751 -0.007751 -0.007751 -0.002751  0.007249  0.012249\n",
      "   0.017249  0.017249  0.017249  0.012249  0.007249 -0.002751 -0.012751\n",
      "  -0.017751 -0.022751 -0.022751 -0.022751 -0.017751 -0.007751 -0.002751\n",
      "   0.002249  0.007249  0.012249  0.012249  0.012249  0.012249  0.012249\n",
      "   0.012249  0.012249  0.017249  0.017249  0.022249  0.022249  0.022249\n",
      "   0.022249  0.022249  0.022249  0.027249  0.027249  0.032249  0.037249\n",
      "   0.042249  0.042249  0.042249  0.047249  0.047249  0.047249  0.047249\n",
      "   0.052249  0.057249  0.067249  0.072249  0.072249  0.077249  0.072249\n",
      "   0.062249  0.052249  0.037249  0.027249  0.017249  0.007249  0.007249\n",
      "   0.007249  0.007249  0.012249  0.012249  0.012249  0.007249  0.002249\n",
      "  -0.002751 -0.007751 -0.012751 -0.017751 -0.022751 -0.022751 -0.022751\n",
      "  -0.022751 -0.027751 -0.027751 -0.027751 -0.032751 -0.032751 -0.032751\n",
      "  -0.032751 -0.032751 -0.027751 -0.017751 -0.007751 -0.002751  0.002249\n",
      "   0.002249  0.002249 -0.002751 -0.007751 -0.012751 -0.017751 -0.027751\n",
      "  -0.027751 -0.032751 -0.032751 -0.027751 -0.022751 -0.017751 -0.012751\n",
      "  -0.012751 -0.017751 -0.022751 -0.032751 -0.042751 -0.052751 -0.057751\n",
      "  -0.057751 -0.052751 -0.037751 -0.012751  0.027249  0.077249  0.142249\n",
      "   0.217249  0.302249  0.397249  0.487249  0.577249  0.652249  0.717249\n",
      "   0.752249  0.757249  0.732249  0.672249  0.582249  0.467249  0.342249\n",
      "   0.212249  0.092249 -0.007751 -0.082751 -0.122751 -0.137751 -0.127751\n",
      "  -0.102751 -0.067751 -0.032751 -0.002751  0.017249  0.027249  0.032249\n",
      "   0.032249  0.027249  0.022249  0.022249  0.022249  0.022249  0.027249\n",
      "   0.027249  0.032249  0.042249  0.042249  0.042249  0.042249  0.042249\n",
      "   0.037249  0.032249  0.027249  0.022249  0.017249  0.012249  0.012249\n",
      "   0.017249  0.017249  0.027249  0.032249  0.037249  0.042249  0.047249\n",
      "   0.052249  0.057249  0.057249  0.062249  0.067249  0.072249  0.077249\n",
      "   0.077249  0.077249  0.077249  0.072249  0.067249  0.067249  0.067249\n",
      "   0.067249  0.067249  0.072249  0.077249  0.082249  0.082249  0.087249\n",
      "   0.087249  0.087249  0.087249  0.087249  0.092249  0.097249  0.107249\n",
      "   0.112249  0.117249  0.122249  0.122249  0.122249  0.122249  0.122249\n",
      "   0.127249  0.132249  0.142249  0.152249  0.167249  0.177249  0.187249\n",
      "   0.197249  0.207249  0.212249  0.217249  0.222249  0.227249  0.232249\n",
      "   0.242249  0.247249  0.257249  0.262249  0.267249  0.272249  0.277249\n",
      "   0.282249  0.282249  0.282249  0.287249  0.292249  0.292249  0.292249\n",
      "   0.297249  0.297249  0.302249  0.307249  0.312249  0.317249  0.317249\n",
      "   0.312249  0.307249  0.297249  0.287249  0.277249  0.262249  0.252249\n",
      "   0.237249  0.227249  0.217249  0.207249  0.202249  0.192249  0.187249\n",
      "   0.177249  0.172249  0.162249  0.157249  0.147249  0.142249  0.132249\n",
      "   0.122249  0.117249  0.107249  0.102249  0.092249  0.087249  0.082249\n",
      "   0.077249  0.067249  0.057249  0.047249  0.037249  0.027249  0.022249\n",
      "   0.017249  0.017249  0.022249  0.022249  0.032249  0.037249  0.042249\n",
      "   0.042249  0.042249  0.037249  0.037249  0.032249  0.027249  0.022249\n",
      "   0.022249  0.017249  0.017249  0.022249  0.022249  0.022249  0.027249\n",
      "   0.027249  0.027249  0.027249  0.027249  0.027249  0.027249  0.027249\n",
      "   0.027249  0.032249  0.032249  0.032249  0.037249  0.037249  0.037249\n",
      "   0.037249  0.037249  0.037249  0.037249  0.037249  0.042249  0.042249\n",
      "   0.047249  0.047249  0.052249  0.047249  0.047249  0.047249  0.042249\n",
      "   0.042249  0.042249  0.042249  0.042249  0.042249  0.042249  0.042249\n",
      "   0.042249  0.037249  0.032249  0.032249  0.027249  0.032249  0.032249\n",
      "   0.042249  0.047249  0.052249  0.057249  0.057249  0.052249  0.042249\n",
      "   0.032249  0.022249  0.017249  0.012249  0.012249  0.012249  0.022249\n",
      "   0.027249  0.037249  0.042249  0.042249  0.042249  0.037249  0.032249\n",
      "   0.027249  0.027249  0.027249  0.027249  0.027249  0.027249  0.027249\n",
      "   0.027249  0.027249  0.027249  0.022249  0.022249  0.022249  0.017249\n",
      "   0.022249  0.022249  0.022249  0.022249  0.022249  0.027249  0.027249\n",
      "   0.032249  0.037249  0.042249  0.047249  0.047249  0.047249  0.042249\n",
      "   0.032249  0.027249  0.017249  0.012249  0.007249  0.007249  0.012249\n",
      "   0.017249  0.022249  0.027249  0.032249  0.027249  0.022249  0.017249\n",
      "   0.012249  0.007249  0.002249  0.002249  0.007249  0.012249  0.017249\n",
      "   0.017249  0.017249  0.017249  0.017249  0.012249  0.012249  0.007249\n",
      "   0.007249  0.007249  0.007249  0.012249  0.012249  0.012249  0.007249\n",
      "   0.007249  0.007249  0.007249  0.007249  0.007249  0.007249  0.007249\n",
      "   0.007249  0.007249  0.007249  0.007249  0.007249  0.007249  0.007249\n",
      "   0.007249  0.007249  0.007249  0.007249  0.007249  0.012249  0.012249\n",
      "   0.017249  0.027249  0.032249]]\n",
      "(1, 500)\n",
      "(1, 500, 500)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'GADF')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 转换心电信号\n",
    "dict = loadmat('ecg_test.mat')\n",
    "data = dict['data']\n",
    "X = data[0, :500].reshape(1, -1)\n",
    "print(X)\n",
    "print(X.shape)\n",
    "gadf = GramianAngularField(method='difference')\n",
    "X_gadf = gadf.fit_transform(X)\n",
    "print(X_gadf.shape)\n",
    "# Show the results for the first time series\n",
    "axs = plt.subplots()\n",
    "plt.imshow(X_gadf[0], cmap='rainbow', origin='lower')\n",
    "plt.title(\"GADF\", fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b9b547ce",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.19"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
